Electrochemical Energy Reviews

, Volume 2, Issue 4, pp 539–573 | Cite as

Single-Atom Catalysts: From Design to Application

  • Niancai Cheng
  • Lei Zhang
  • Kieran Doyle-Davis
  • Xueliang SunEmail author
Open Access
Review article


Single-atom catalysis is a powerful and attractive technique with exceptional performance, drastic cost reduction and notable catalytic activity and selectivity. In single-atom catalysis, supported single-atom catalysts contain isolated individual atoms dispersed on, and/or coordinated with, surface atoms of appropriate supports, which not only maximize the atomic efficiency of metals, but also provide an alternative strategy to tune the activity and selectivity of catalytic reactions. This review will highlight the attributes of single-atom catalysis and summarize the most recent advancements in single-atom catalysts with a focus on the design of highly active and stable single atoms. In addition, new research directions and future trends will also be discussed.

Graphic Abstract


Single-atom Synchrotron radiation Electrocatalytic reactions Heterogeneous catalysis DFT calculations 

1 Introduction

Supported nanocatalysts have been widely studied due to high activities in different chemical reactions [1, 2, 3]. In addition, the size of metal particles is one of the most important factors dictating catalytic performance [4]. Therefore, to achieve high specific activity and reduce cost, reductions in the size of catalyst particles are necessary, especially in the case of noble metal catalysts. Noble metals such as Pt, Pd, Ru, Rh and Ir are superior heterogeneous catalysts that are used in the petrochemical industry, medicine production, environmental protection and new energy applications. However, due to high costs and low natural abundances, noble metal catalysts cannot meet increasing demands and the minimization of the use of such expensive catalysts and the simultaneous retention in catalytic activity levels are significant and consistent challenges in this field [5, 6] (Scheme 1).

To address these issues, the downsizing of noble metals from nanoclusters to isolated single atoms is the most effective method to provide optimal active sites in corresponding catalysts to maximize metal atom efficiency and maintain necessary catalytic performances [7, 8, 9]. Here, single-atom catalysts (SACs), a class of catalysts in which catalytically active individual and isolated metal atoms are anchored to supports, have emerged as a novel class of catalysts that can exhibit optimal metal utilization, with all metal atoms being exposed to reactants and available for catalytic reactions [9]. Furthermore, the unique properties of SACs have attracted great attention from researchers due to distinct behaviors in comparison with metal nanoparticles (NPs) and mononuclear metal compounds in which extraordinary catalytic activity, selectivity and stability for various reactions including oxidation, water–gas shift and hydrogenation have been demonstrated and can be attributed to the low-coordination environment of metal atoms as well as the high atom utilization and improved strong metal–support interactions [10]. And since the first practical SAC(Pt1/FeOx) was reported by Zhao et al. [11], significant progress has been made in this rapidly emerging field, with various supported SACs with different metals being designed and tested to exhibit excellent catalytic performances in various chemical reactions [12, 13]. We summarized the important developments of SACs for several typical catalytic reactions in Scheme 1.
Scheme 1

Timeline of important developments of single-atom catalysts

Despite the observed performances for various reactions however, significant challenges associated with the synthesis and stabilization of SACs exist as well in which a key challenge in the application of SACs is the stabilization of isolated metals on supports without the compromise of catalytic activity, especially at high temperatures or under harsh reaction conditions [14, 15, 16, 17]. This is because single metal atoms tend to become more mobile and form aggregates as the surface energies of single metal atoms become higher than corresponding metal clusters and nanoparticles. To address this, metal loadings are currently kept at low levels to minimize agglomeration during synthesis; however, the high loading of SACs remains a challenge for practical application. Therefore, this review will focus on the design of highly stable and active SACs for practical application in which the performance of state-of-the-art SACs is summarized. This review will also provide an overview of the mechanisms of single-atom catalysis and the stabilization of single atoms to provide insights into the design of high-performance catalytic systems. Overall, this review will be a useful guideline for industrial catalyst development.

2 Synthesis Methods for Single-Atom Catalysts

A prerequisite of SACs is the dispersal of isolated single metal atoms onto appropriate support surfaces. However, SAC fabrication is challenging due to the energetically preferential aggregation of metal atoms during synthesis or subsequent treatment processes. Therefore, single metal atom materials require the development of advanced synthetic methods to gain wider adoption. Here, researchers have proposed several strategies such as atomic layer deposition (ALD), wet impregnation and co-precipitation for SAC synthesis, and in this review, several methods are discussed.

2.1 Impregnation

Impregnation is a simple method to prepare supported catalysts in which typically, a certain volume of solution containing active metal precursors is mixed with a catalyst support to allow the active metal precursors to anchor onto the support through an ion-exchange/adsorption process. As a result, the quality of SACs prepared using impregnation depends heavily on precursor–support interactions. For example, g-C3N4 (graphitic carbon nitride) with N/C-coordinating frameworks in a g-C3N4 matrix can facilitate interactions with metal precursors [18] in which Li et al. [19] anchored single Pt atoms onto g-C3N4 through the addition of Pt precursors (H2PtCl6) into a g-C3N4 aqueous dispersion followed by stirring at 70 °C for 4–10 h (Fig. 1a). Here, the researchers washed the resulting product with distilled water and ethanol several times to remove Pt precursors without interacting with the g-C3N4 support and dried the residual powder in vacuum at 60 °C overnight followed by annealing at 125 °C for 1 h in Ar atmosphere.
Fig. 1

HAADF-STEM images of Pt single atoms on different substrates: a g-C3N4, b TiN, c LSC, d HSC. a Adapted with permission from Ref. [19]. Copyright 2016, Wiley-VCH. b Adapted with permission from Ref. [20]. Copyright 2016, Wiley-VCH. c, d Adapted with permission from Ref. [22]. Copyright 2016, Nature Publishing Group

Supported SACs can also be prepared through a dry impregnation method in which precursors can generally be applied to the surface of supports with weak precursor–support interactions. For example, Lee et al. [20] used dry impregnation to deposit single Pt atoms onto a TiN support (Fig. 1b) in which the Pt precursor solution was finely mixed with acid-treated TiN nanoparticles and dried in a vacuum oven at 50 °C. These researchers subsequently reduced the resulting powder at 100 °C for 1 h under a H2/N2 flow at a flow rate of 200 sccm and reported that single Pt atom catalysts could only be achieved at low Pt loadings of less than 0.35 wt% and that Pt clusters and nanoparticles would form if Pt loadings were higher than 0.35 wt%. Here, the researchers suggested that the formation of Pt nanoparticles at Pt loadings of higher than 0.35 wt% was a result of the severe redistribution of impregnated species due to the weakness of the precursor–support interaction during impregnation [21].

Overall, impregnation is an economical and simple method for the synthesis of SACs. However, it is difficult to produce high-loading SACs using this method due to the limited number of functional groups and defects on the surface of supports that can interact with metal precursors. To address this, Choi et al. [22] recently used sulfur-doped zeolite-templated carbon with low and high sulfur content (4 wt% and 17 wt% S) as templates (LSC and HSC) to synthesize single Pt atom catalysts through a wet-impregnation method and reported that the loading of single Pt atoms can reach as high as 5 wt% (Fig. 1c, d). Here, the researchers attributed the good dispersion of Pt single atoms to the formation of four-coordinated mononuclear Pt–S4 complexes [22].

2.2 Co-precipitation

Co-precipitation is a traditional and widely used method to synthesize nanoparticle materials [23, 24, 25]. However, Zhang’s group have successively used this method to synthesize a series of SACs for CO oxidation, hydrogenation and water–gas shift reactions [26, 27, 28, 29, 30]. For example, Qiao et al. [11] prepared FeOx-supported single Pt atom catalysts using co-precipitation with an aqueous solution of chloroplatinic acid (H2PtCl6) and ferric nitrate [Fe(NO3)3] as the metal precursors and sodium carbonate (Na2CO3) as the precipitation agent at 50 °C in which the resulting solution possessed a fixed pH of ~ 8. Here, the resultant precipitate was filtered, washed thoroughly with deionized water, dried at 60 °C overnight and calcined at 400 °C for 5 h. In addition, the sample was reduced with 10% H2/He at 200 °C for 30 min and HAADF-STEM images were obtained to confirm that the Pt atoms were located on the surface or near subsurface of the nanocrystallites rather than inside the iron oxide, which can reduce the Ir utilization and catalytic activity. As a result, this SAC demonstrated excellent stability and high activity for CO oxidation and the preferential oxidation of CO in H2. The researchers in this study also reported that much like the impregnation methods, low metal loadings were required to achieve isolated Pt atoms in which uniformly dispersed individual Pt atoms can be observed on FeOx support surfaces with a low Pt loading of 0.17 wt% (Fig. 2a), whereas individual Pt atoms, 2D Pt rafts with fewer than ten Pt atoms and 3D Pt clusters ⩽ 1 nm can be observed with a Pt loading of 2.5 wt% (Fig. 2b). Wei et al. [31] also reported that reduction temperatures can affect the morphology of Pt on FeOx surfaces in co-precipitation in which at a Pt loading of 0.08 wt% and a reduction temperature of 200 °C, all Pt species on FeOx were found to be in the form of isolated single atoms with no sub-nanometer clusters or nanoparticles being detected, whereas at higher reducing temperatures (250 °C or above) at the same Pt loading, clustering of single atoms can be observed with small clusters composed of loose and random ensembles of several to tens of Pt atoms being found. Furthermore, Zhang et al. [27, 28] also prepared single Ir atoms anchored on FeOx catalysts using co-precipitation (Fig. 2c, d) in which a higher precipitation temperature (80 °C) was chosen to guarantee that all H2IrCl6 in the solution was precipitated and loaded onto the FeOx support. As a result, the synthesized single Ir atoms anchored onto FeOx exhibited an exceptionally high activity for water–gas shift reactions (WGS) that was almost 1 order of magnitude higher than its cluster or nanoparticle counterparts.
Fig. 2

HAADF-STEM images of a, b Pt single atoms on FeOx and c, d Ir single atoms on FeOx. a, b Adapted with permission from Ref. [11]. Copyright 2011, Nature Publishing Group. c, d Adapted with permission from Ref. [27]. Copyright 2013, American Chemical Society

Overall, co-precipitation is a simple, rapid and economical method for the synthesis of SACs. And in the future, further optimizations of synthesis parameters are necessary to increase the loading of single atoms. However, co-precipitation is only suitable for the synthesis of single atoms on metal oxide supports. In addition, the use of co-precipitation to synthesize metal SACs can lead to the burial of metal atoms in the interfacial regions of support agglomerates and in the bulk of support crystallites, leading to the lack of accessibility to these buried single atoms by reactant molecules, significantly compromising the effectiveness and efficiency of corresponding SACs.

2.3 Atomic Layer Deposition

Atomic layer deposition (ALD) is gaining attention as a technique for the deposition of noble metals and metal oxides because of the ability to deposit uniform and conformal thin films of distributed particles ranging from single atoms to sub-nanometer clusters to NPs in high-aspect-ratio structures and porous materials [32, 33, 34, 35, 36]. In general, the process of ALD consists of four steps [37]: (1) exposure to the first precursor; (2) purge of the reaction chamber; (3) exposure to the second reactant precursor; and (4) a further purge of the reaction chamber, in which the morphology, size, density and loading of deposited materials on supports can be precisely controlled through the simple adjustment of ALD cycles. For example, Sun et al. [38] first reported the practical synthesis of isolated single Pt atoms anchored onto graphene nanosheets (GNS) using ALD based on the following reaction mechanism (Fig. 7):
$$ {\text{Pt}}{-}{\text{O}}^{*} + \left({\text{MeCp}} \right){\text{Pt}}\left({{\text{CH}}_{3}} \right)_{3} \to \left({{\text{CH}}_{3}} \right)_{2} {\text{Pt}}\left({\text{MeCp}} \right) + {\text{CO}}_{2} \uparrow + {\text{H}}_{2} {\text{O}} \uparrow + {\text{fragments}} $$
$$ \left({{\text{CH}}_{3}} \right)_{2} {\text{Pt}}\left({\text{MeCp}} \right)^{*} + {\text{O}}_{2} \uparrow \to {\text{Pt}}{-}{\text{O}}^{*} + {\text{CO}}_{2} \uparrow + {\text{H}}_{2} {\text{O}} \uparrow + {\text{fragments}} $$
Here, high-angle annular dark-field STEM (HAADF-STEM) images (Fig. 3a, b) of the resulting Pt deposited onto GNS and N-doped GNS were obtained in which after 50 cycles of ALD, numerous individual Pt atoms as well as very small Pt clusters (< 1 nm) consisting of a few atoms were observed. And after 100 cycles, Pt clusters were observed to have grown larger, forming NPs with average sizes between 1 and 2 nm. Furthermore, after 150 cycles, existing clusters and particles from the 50 and 100 cycle samples were observed to have grown to be as large as 4 nm with new 1 to 2 nm clusters forming. These researchers also reported that the optimal single Pt atom catalyst (ALD50-Pt/GNS) exhibited significantly enhanced methanol oxidation catalytic activities (up to 10 times) in comparison with state-of-the-art commercial Pt/C catalysts and that the increased methanol oxidation activity of the ALD50-Pt/GNS can be attributed to the smaller particle sizes that resulted in the improved utilization of Pt atoms. Furthermore, X-ray absorption fine structure (XAFS) analysis in this study also revealed that the low-coordination and partially unoccupied 5d orbitals of the Pt atoms in the ALD50-Pt/GNS can contribute to enhanced performances as well. Aside from Pt single atoms, Lu et al. [39] also reported that Pt2 dimers can be fabricated using a bottom-up approach on graphene through the creation of proper nucleation sites followed by Pt1 single-atom deposition and the selective attachment of a secondary Pt atom to the preliminary one (Fig. 3c). Here, the Pt2 dimers were in an oxidized form with a structure of Pt–O/C–Pt due to the ozone exposure step. Moreover, Lu et al. [40] obtained single Pd atom catalysts through a single cycle of ALD with prolonged Pd(hfac)2 exposure to allow Pd precursors to completely react with graphene functional groups (Fig. 3d) in which the researchers reported that single Pd atoms on graphene showed remarkable performance in the selective hydrogenation of 1,3-butadiene and ~ 100% butene selectivity with 95% conversion at a mild reaction temperature of 50 °C. More importantly, the Pd single atoms demonstrated excellent durability against deactivation through metal atom aggregation or carbonaceous deposition during 100 h of reaction time.
Fig. 3

SACs obtained through ALD. a, b HAADF-STEM images of Pt single atoms on a graphene and b N-doped graphene. c HAADF-STEM images of Pt dimers on graphene. d HAADF-STEM images of Pd single atoms on graphene. a Adapted with permission from Ref. [38]. Copyright 2013, Nature Publishing Group. b Adapted with permission from Ref. [109]. Copyright 2016, Nature Publishing Group. c Adapted with permission from Ref. [39]. Copyright 2017, Nature Publishing Group. d Adapted with permission from Ref. [40]. Copyright 2015, American Chemical Society

Overall, the properties of the support play an important role in the stabilization and loading of deposited materials using ALD [37, 41, 42, 43]. To develop stable, high loading and isolated noble metal atoms on catalyst supports, the understanding of ALD and the nature of the interactions between deposited materials and supports is crucial. In addition, the development of cheaper precursors to synthesize SACS using ALD is vital.

2.4 Wet-Chemical Synthesis

Wet-chemical synthesis is a facile preparation method that is promising for the large-scale production of SACs. Aside from common wet-chemical synthetic methods such as impregnation and co-precipitation that have already been discussed, other novel wet-chemical synthetic methods have recently been applied in the preparation of SACs. For example, Zheng et al. [44] used a photochemical route to fabricate a stable atomically dispersed Pd-TiO2 catalyst with 1.5% Pd loading (Fig. 4a, b) in which the Pd species was first adsorbed on TiO2 and irradiated under 10 min of UV to form Pd single atoms. Here, the researchers reported that in the extended X-ray absorption fine structure (EXAFS) spectrometry results, no peaks in the 2–3 Å range from Pd–Pd contributions were observed, indicating the sole presence of dispersed Pd atoms in the Pd1/TiO2 catalyst and that in the hydrogenation of benzaldehyde, the Pd1/TiO2 catalyst readily converted all benzaldehyde into benzyl alcohol in 3.5 h at room temperature with a TOF of 1002 h−1. In addition, the researchers reported that the single Pd atoms maintained their dispersion after five cycles.
Fig. 4

a STEM-EDS elemental mapping and b HAADF-STEM image of a single Pd1/TiO2 nanosheet. c HAADF-STEM image of 7.5% Pt/MoS2. d, e Magnified HAADF-STEM image of 7.5% Pt/MoS2 and its corresponding structural model showing one type of neighboring Pt monomers. a, b Adapted with permission from Ref. [44]. Copyright 2016, American Association for the Advancement of Science. ce Adapted with permission from Ref. [45]. Copyright 2018, Nature Publishing Group

Aside from photochemical strategies, galvanic replacement reactions can also be used to fabricate SACs. For example, Zeng et al. [45] prepared single Pt atoms on MoS2 by injecting a K2PtCl6 solution into a mixture of water, ethanol and MoS2 nanosheets using a syringe pump (Fig. 4c–e) in which during the subsequent reaction, Pt atoms replaced Mo atoms in the MoS2 nanosheets with Pt loading being tunable from 0.2% to 7.5% in which at 7.5%, the ratio of neighboring Pt monomers was counted as 65.5%. Here, the researchers found that on neighboring Pt monomers, CO2 can successively hydrogenate into formic acid followed by methanol in which the neighboring Pt monomers worked in synergy to vary reaction barriers, making these atoms highly active toward CO2 hydrogenation.

In general, reaction kinetics during wet-chemical synthesis needs to be precisely controlled to achieve SACs in which the atomically dispersed separation and isolation of precursors on substrates are vital for the formation of single atoms. In addition, metal precursors should be reduced at relatively slow reaction rates to protect as-formed single atoms from migration and agglomeration.

2.5 MOF-Derived Single-Atom Catalysts

Spatial confinement is considered to be another effective method to synthesize SACs in which the separation and encapsulation of suitable mononuclear metal precursors with porous materials can prevent the agglomeration of single atoms. Based on this, several different carbon porous materials including zeolite [46, 47], MOFs [48, 49, 50] and covalent-organic frameworks [51, 52, 53] have been used as templates for the preparation of SACs, and among these, MOF-derived SACs have been widely developed in recent years. MOFs are constructed through the periodic coordination of metal ions and organic ligands to form one- to three-dimensional networks. The organic linkers in MOFs are enormously diverse and possess a variety of configurations. In addition, MOFs possess ordered pore structures, uniform pore sizes and high specific surface areas, making them ideal substrates for the deposition of single atoms.

For the preparation of single atoms, the pyrolysis of MOFs can serve as an important route to fabricate N-doped carbon materials, which are ideal substrates for the dispersion and stabilization of SACs. In a typical example, Li et al. [54] prepared Zn/Co bimetallic MOFs (BMOF) with a homogeneous distribution of Zn and Co in which after pyrolysis at 800 °C, Co can be evaporated due to its low boiling point, resulting in the formation of single Co atoms on nitrogen-doped porous carbon. In addition, researchers have reported that the coordination number of Co–N can be tuned by changing pyrolysis temperatures in which three atomically dispersed Co catalysts with different Co@N numbers (Co–N4, Co–N3 and Co–N2) can be selectively prepared at 800, 900 and 1000 °C [55]. Furthermore, Li et al. [56] prepared Fe(acac)3@ZIF-8 molecular-scale cages by assembling Zn2+, 2-methylimidazole and Fe(acac)3 molecules (Fig. 5a) in which after pyrolysis at 900 °C under Ar atmosphere, ZIF-8 can transform into nitrogen-doped porous carbon, whereas Fe(acac)3 can be reduced through the carbonization of organic linkers, leading to the formation of Fe single atoms (Fig. 5b, c). These researchers also fabricated single Ni atoms through ionic exchange between Zn nodes and adsorbed Ni ions within the cavities of ZIF-8 followed by pyrolysis at 1000 °C [57]. Aside from non-noble metals, single Ru atoms were also synthesized on MOF-derived carbon supports in which Wang et al. [58] used well-defined Ru3(CO)12 as a precursor for the suitable molecular-scale cages of zeolitic imidazolate frameworks (ZIFs). Here, the researcher reported that the Ru3(CO)12 can be encapsulated in the cages of ZIF-8 in which after pyrolysis at 800 °C, uniform Ru3 clusters stabilized by nitrogen species (Ru3/CN) can be formed.
Fig. 5

a Schematic of the formation of isolated single Fe atoms/N-doped porous carbon from the pyrolysis of MOFs. b, c HAADF-STEM images and enlarged image of the Fe single atoms derived from the MOF structure. d Schematic of the transformation of nanoparticles to single atoms and the structural characterization of Pd single atoms. ac Adapted with permission from Ref. [56]. Copyright 2017, Wiley-VCH. d Adapted with permission from Ref. [59]. Copyright 2018, Nature Publishing Group

More recently, Li et al. [59] reported that noble metal nanoparticles can transform into well-dispersed stable single atoms at temperatures above 900 °C in inert atmospheres in which Pd nanoparticles can transform into single atoms after Pd@ZIF-8 nanoparticle composites are heated at 900 °C for 3 h (Fig. 5d). Here, X-ray absorption near-edge spectroscopy (XANES) measurements revealed that the resulting Pd single atoms possessed only one dominant peak at 1.5 Å that can be attributed to Pd–N bonds and that at the early stages of the reaction process, Pd particles grew larger due to disorderly movement and intensive collision within the support. The size of these Pd particles subsequently decreases through the collision and coordination of surface Pd with CN in which the continued emission and capture of Pd atoms can act as a principal pathway for transformation from nanoparticles to single atoms. The researchers in this study also conducted density functional theory (DFT) calculations, which revealed that the high-temperature formation of single atoms is driven by the formation of more thermodynamically stable Pd–N4 structures as mobile Pd atoms are captured on the defects of nitrogen-doped carbon. Aside from noble metals, Wu et al. [60] reported that supported Ni metal nanoparticles can also be transformed into thermally stable single Ni atoms on the surface of pyrolysis treated ZIF-8 in which their transformation process involves Ni nanoparticles being mixed with a carbon support and thermally treated at 900 °C in Ar to obtain single Ni atoms. Here, the researchers proposed that the Ni particles can break surface C–C bonds and create a porous structure and that as Ni particles diffuse within the N-doped carbon matrix, Ni atoms can bind to N-rich defects.

3 Characterization Techniques for Single-Atom Catalysts

By definition, SACs contain only isolated single atoms acting as the centers of catalytically active sites. Therefore, the confirmation of the existence of isolated single metal atoms and the determination of their spatial distribution are critical to the development SACs. Here, advanced characterization techniques can reveal the structures and chemical states of single atoms and assist in the study of single-atom catalytic mechanisms and the design of stable single-atom structures. And overall, the most intuitive approach for the characterization of SACs is the direct imaging of single metal atoms dispersed on high surface-area supports, with XANES and EXAFS being able to provide information concerning the dispersion of single atoms, the nature of neighboring atomic species and corresponding oxidation states.

3.1 Electron Microscopy

Transmission electron microscopy (TEM) is a useful method to image deposited catalyst particles to characterize stability on various supports and under diverse conditions and atomic-resolution TEM is one of the most direct methods to study detailed atomic-scale structural information of SACs and the interactions between metals and supports, which is essential for the understanding of catalytic activity and degradation mechanisms. And recently, aberration-corrected TEM (AC-TEM), in both phase contrast TEM and sub-angstrom resolution high-angle annular dark-field STEM (HAADF-STEM) modes, has been widely utilized to directly image SACs [61, 62, 63, 64, 65] in which high spatial resolutions allow for the precise determination of the size and distribution of individual metal atoms and provide local structural information concerning metal species on supports [66]. Furthermore, interactions between single noble metal atoms and graphene edges have been investigated using aberration-corrected and mono-chromated TEM [67]. For example, Robertson et al. [68] used AC-TEM to study the real-time dynamics of Fe atoms filling vacancy sites in graphene with atomic resolution and reported that once incorporated into the graphene lattice, Fe atoms can transition to adjacent lattice positions and reversibly switch their bonding between three and four nearest neighbors in which the C atoms adjacent to the Fe atoms were found to be more susceptible to Stone–Wales-type bond rotations due to changes in the dopant bonding configuration. Rümmeli et al. [69] also investigated single Fe atoms at graphene edges using in situ AC-TEM and reported that individual Fe atoms were able to diffuse along the graphene edge either through the removal or addition of carbon atoms in which the experimental observations of the catalytic behavior of the single Fe atoms were in excellent agreement with supporting theoretical studies.

One primary advantage of HAADF-STEM is that the imaging is based on Rutherford scattering in which image intensity for given atoms is roughly proportional to the square of the atomic number (Z2) of the element [70, 71], allowing heavy metal atoms to brightly contrast against low background supports. For example, single gold atoms (Z = 79) appear as bright centers in zeolite frameworks consisting of light atoms of Si (Z = 14), Al (Z = 13), Na (Z = 11) and O (Z = 8) [46]. In addition, to unravel the interfacial interactions between metal atoms and TiO2 surfaces at the atomic level, Shibata et al. [72] directly imaged individual Pt atoms adsorbed on TiO2 (110) surfaces using aberration-corrected STEM (Fig. 3) in which many of the Pt atoms were found to be single isolated atoms on the surface of TiO2. Here, the Z-contrast image characteristics of HAADF allowed Pt atoms (Z = 78) to stand out as brighter spots above the TiO2 support (Ti, Z = 22; O, Z = 8) and the sub-angstrom level spatial resolution enabled the identification of five different stable Pt adsorption sites on the TiO2 (110) surface. Furthermore, a combination of STEM with DFT calculations conducted in this study revealed that the most favorable Pt adsorption sites were the vacancy sites of basal subsurface oxygen atoms located in the subsurface positions relative to the top surface bridging oxygen atoms.

Another important advantage of HAADF-STEM is the ability to provide atomic level local structural and chemical information, allowing for deeper understandings into the stabilization of single atoms. For example, enlarged HAADF-STEM images can show the stabilization of Ni atoms on nanoporous graphene through a substitutional Ni atom occupying a carbon site in the graphene lattice [73]. In addition, the structure of single Fe centers can be revealed by sub-angstrom resolution HAADF-STEM images to clearly show the atomic size and homogeneous distribution of Fe atoms within the graphene matrix [74]. Furthermore, electron energy loss spectroscopy (EELS) atomic spectra can be used to reveal the presence of both Fe and N elements in single Fe centers (one bright dot), suggesting the formation of Fe–Nx bonds. In another study, Botton et al. [43] utilized HAADF-STEM to determine the structural information of ALD deposited Pt on nitrogen-doped graphene, revealing that individual Pt atoms and clusters were uniformly dispersed on the surface of nitrogen-doped graphene up to 150 ALD cycles along with a detailed mapping of Pt on the nitrogen-doped graphene support in which most Pt atoms and clusters were revealed to be located at the edge instead of the surface of nitrogen-doped graphene. These results were also consistent with the results obtained by Chang et al. [75], who reported that single atoms preferred to remain at the atomic step edges of few-layer reduced graphene and evolved with the steps. Researchers have also reported the necessity to examine single atoms at lower operating voltages to prevent single atoms from radiation damage in the use of STEM [76, 77, 78].

Overall, electron microscopy enables the direct imaging of supported particles to reveal structural and interfacial information of metals and supports. However, electron microscopy images can only provide local information for specific positions and lack broader sample-wide context. Furthermore, electron microscopy can mainly examine sample surfaces and the investigation of single atoms encapsulated in limited spaces such as small pores, cavities or layers inside bulk using electron microscopy is difficult.

3.2 Synchrotron Radiation Investigations

Due to the available high flux of X-rays and the versatility of beam lines, synchrotron radiation has become a valuable tool in the investigation of deposited, size-selected clusters and even single atoms. In addition, synchrotron radiation allows for the investigation of bulk materials and in combination with the aforementioned electron microscopy techniques, the elucidation of the overall structure of single metal atoms rather than just local and surface information [7, 79]. In synchrotron radiation investigations, the absence of metal–metal interactions is a clear indication of the absence of particles in which in general, single supported atoms are oxidized and if metal–metal interactions are not observed after the reduction in samples at high temperatures, the presence of rafts can be ruled out. For example, in a study by Yang et al. [20], EXAFS data of Pt/TiN samples (Fig. 6a, b) revealed that the 0.35 wt% Pt/TiN sample exhibited a strong peak at ~ 2 Å and smaller wiggles at 2–3 Å. Here, the researchers attributed the strong peak at ~ 2 Å to Pt–Cl interactions and the smaller wiggles at 2–3 Å to the smaller Pt–Ti and Pt–Pt interactions in which the coordination number of the 0.35 wt% Pt/TiN sample was 3.038 for Pt–Cl, 0.583 for Pt–Pt and 0.573 for Pt–Ti, indicating that single Pt atoms were primarily stabilized by chlorine ligands. Furthermore, the Pt–Pt coordination number found in this study was much smaller than that of typical Pt nanoparticles, confirming the presence of isolated Pt atoms on the TiN support. In addition, the observed small interactions between Pt and Ti indicate the anchoring effect of the TiN surface. Moreover, these researchers also reported that as Pt weight percentages increased, structural features changed significantly in which the coordination number of Pt–Cl decreased from 3.038 for the 0.35 wt% Pt/TiN sample to 0.166 for the 5 wt% Pt/TiN sample and the coordination number of Pt–Pt increased from 0.583 for the 0.35 wt% Pt/TiN sample to 8.310 for the 5 wt% Pt/TiN sample, suggesting that the 5 wt% Pt/TiN sample primarily contained Pt nanoparticles.
Fig. 6

a, b Pt L3 edge k3-weighted FT-EXAFS spectra of the samples: 0.35 wt%, 2 wt% and 5 wt% Pt/TiN, 5 wt% Pt NP/TiN prepared using the EG method, 20 wt% Pt/C and Pt foil. c Fourier transforms of k3-weighted Pt LIII-edge EXAFS confirming that Pt species in Pt/HSC exhibited only Pt–S coordination. d Proposed atomistic structure of the Pt/HSC based on the bucky bowl-like structure of zeolite-templated carbon (C: gray, H: white, S: yellow and Pt: purple). e Normalized XANES spectra at the Pt L3 edge of ALDPt/NGNs, Pt/C catalysts and Pt foil. f Normalized XANES spectra at the Pt L3 edge of Pt single atoms on FeOx, PtO2 and Pt foil. a, b Adapted with permission from Ref. [20]. Copyright 2016, Wiley-VCH. c, d Adapted with permission from Ref. [22]. Copyright 2016, Nature Publishing Group. e Adapted with permission from Ref. [109]. Copyright 2016, Nature Publishing Group. f Adapted with permission from Ref. [11]. Copyright 2011, Nature Publishing Group

The use of electron microscopy to examine the size of catalyst particles anchored into small pores, cavities or layers of supports such as MOF, zeolite and graphitic layers is difficult because electron microscopy is mainly used to examine surface information for supported catalysts. However, synchrotron analysis is an effective strategy to examine these types of catalysts. For example, Ye et al. [50] used synchrotron radiation to investigate single cobalt atoms implanted in a MOF based on EXAFS detected Co–N bonding (rather than Co–Co) and reported that their HAADF-STEM measurements revealed that the atomic dispersion of Co atoms was stabilized by the N-doped porous carbon of MOFs for Co SACs/N–C obtained at 800 °C [54]. However, the obtained HAADF-STEM images could only provide structural information of Co atoms on MOF surfaces and could not reveal the structure of particles inside the support. Despite this, EXAFS measurements confirmed the dispersed Co single atoms in the MOF with a Co–N coordination peak at 1.60 Å and no Co–Co signals. Furthermore, by combining synchrotron analysis with HAADF-STEM images, the researchers suggested that Co SACs distributed in a highly dispersed 3D fashion on N-doped carbon rather than just on the surface [54].

Another important advantage of synchrotron analysis is the ability to provide insights into the chemical nature and stabilization structure of single atoms on supports. For examples, Choi et al. [22] used EXAFS to analyze the chemical nature of Pt species on three different carbon supports (ZTC: zeolite-templated carbon, LSC: low S content ZTC, HST: high S content ZTC) in which EXAFS fittings showed a dominant peak at 2.75 Å corresponding to Pt–Pt coordination with a coordination number (CN) of 9.2 for the Pt/ZTC sample and 3.3 for the Pt/LSC sample (Fig. 6c),with no appreciable Pt–Pt coordination being detected for the Pt/HSC sample. In addition, the researchers also found dominant Pt–S peaks at 2.29 Å with a CN of 3.8 and 2.4 for Pt/HSC and Pt/LSH, respectively, indicating that Pt on HSC was predominantly in the form of atomically dispersed Pt ligated by approximately four S moieties (Fig. 6d). Yin et al. [54] also used the stabilization structure obtained from EXAFS analysis to explain the stabilization of Co SAs with high metal concentration on highly porous structures in which EXAFS data showed that the coordination numbers of Co–N for Co SAs/N–C obtained at 800 and 900 °C were 4 and 2, respectively. In addition, these researchers reported that increasing pyrolysis temperatures can lead to the bond breakage of Co–N coordination, allowing Co SAs to be stabilized in Co–N4 and Co–N2 moieties for Co SAs/N–C pyrolyzed at 800 and 900 °C, respectively.

X-ray absorption spectroscopy (XAS) can also be used to study the local electronic structure of metal catalysts and their interaction with support materials [80, 81]. For example, Sun et al. [38] used XANES analyses to reveal that single Pt atoms prepared by ALD possessed the highest total unoccupied Pt 5d orbitals as compared with small clusters and nanoparticles (Fig. 6e) leading to excellent performances for the corresponding SACs. Similar conclusions were also drawn by Zhang et al. [11] for single Pt atoms on FeOx in which the more vacant d orbitals of single Pt atoms resulting from electron transfer from Pt atoms to FeOx surfaces can lead to positively charged Pt atoms, which ultimately accounts for the excellent catalytic activity of Pt1/FeOx catalysts (Fig. 6f).

Furthermore, new techniques to utilize synchrotron radiation are continuously being developed to probe single atoms under conditions more relevant to catalytic processes. For example, in situ synchrotron radiation has been designed as a technique to precisely present the chemistry of single atoms during catalytic measurements in which Tao et al. [82] in situ studied the surface chemistry and structure of Rh1/Co3O4 nanorods in a mixture of reactant gases (NO and H2) using a combination of in situ EXAFS, XANES and ambient pressure X-ray photoelectron spectroscopy (APXPS). Here, the in situ studies revealed that this catalyst can maintain its single dispersion of Rh atoms during catalysis, although a restructuring of the surface of Rh1/Co3O4 occurred in which the surface of Rh1/Co3O4 with singly dispersed Rh atoms was restructured into RhCon nanoclusters singly dispersed in the surface layer of Co3O4. As a result, the restructured RhCon/Co3O4 catalyst exhibited much better catalytic performances as compared with Rh1/Co3O4 without restructuring.

3.3 Scanning Tunneling Microscopy

Atomic-resolution scanning tunneling microscopy (STM) is an excellent technique to image-supported individual metal atoms [83, 84, 85]. And to improve the resolution of STM to examine single atoms, STM usually operates at low temperatures under ultrahigh vacuums (UHV) [86, 87] in which Lucci et al. [88] used STM to successfully identify single Pt atoms supported on Cu(111) surfaces. In this study, the obtained STM images revealed that Pt atoms were incorporated directly into Cu(111) terraces and in the areas above the surface step edges through place exchange (Fig. 7a, b). The most prominent advantage of STM imaging is the ability to allow for visualizations of the atomic-scale structure of surfaces around single atoms during reactions, which can allow for the investigation of reaction mechanisms and single-atom sintering. For example, low-temperature STM (LT-STM) can be used to directly image H atoms on Cu surfaces [88] and reveal that H atoms at Pd monomer sites can enhance the appearance of Pd atoms on Au(111) surfaces in agreement with temperature-programmed desorption (TPD) results [89]. Furthermore, Flytzani-Stephanopoulos et al. [90] probed the atomic-scale interactions of CO and H with Pt catalytic sites on Pt–Cu (111) SAA surfaces using STM (Fig. 7c–e) and found evidence that the selective adsorption of CO onto Pt sites and H adatoms is capable of diffusing into Cu sites and away from Pt dissociation sites.
Fig. 7

a STM image of 0.02 ml Pt/Cu(111) SAA surface in which Pt atoms appear as isolated protrusions substituted into the Cu(111) surface. Scale bar, 1 nm. b STM image showing H atom spillover onto Cu in which H atoms appear as depressions and cluster into small mobile islands. Pt sites appear in STM images as protrusions. ce STM images showing the co-adsorption of H and CO on a Pt–Cu(111) SAA surface and STM tip-induced adsorbate removal to reveal the binding sites beneath. a, b Adapted with permission from Ref. [88]. Copyright 2015, Nature Publishing Group. ce Adapted with permission from Ref. [90]. Copyright 2016, American Chemical Society

3.4 Infrared (IR) Spectroscopy

Probe molecule infrared (IR) spectroscopy is a powerful site-specific characterization technique that can provide insights into the local structure, oxidation state and coordination environment of supported metals [91]. This is because as bonds form between adsorbed molecules, their adsorption sites on supported metals become sensitive to local geometric and electronic environments. Here, probing molecules can be introduced to adsorb onto different types of supported metal sites to induce change in the vibrational frequency and bandwidth of the IR spectra of the adsorbed molecules. For example, IR spectroscopy with CO is widely used to identify precious metal structures on various supports based on the peak position of COad. Based on this, DeRita et al. [92] used the IR spectra of CO adsorbed onto Pt on TiO2 with different Pt loadings to distinguish between Ptiso and Ptmetal. In this study, a correlated IR-STEM analysis was also conducted to support the IR assignment of CO adsorbed onto Pt on TiO2 in which for 0.05 wt% Pt/TiO2, the stretching band of the IR spectra of the CO saturated sample was observed at 2112 cm−1 and assigned to CO adsorption onto single Pt atoms on TiO2, which was in excellent agreement with obtained STEM images identifying Ptiso species. And as compared with the 0.05 wt% Pt/TiO2, the IR spectra of the CO saturated 0.15 wt% Pt/TiO2 catalyst showed increased relative intensity for the CO stretching band at 2040–2090 cm−1 and was assigned to CO adsorbed onto Pt clusters as confirmed by STEM analysis. Furthermore, these researchers reported that as Pt loading increased to 1 wt%, the CO stretching band at 2112 cm−1 disappeared and that an exclusively broad CO stretching band intensity appeared between 2040 and 2090 cm−1, which the researchers assigned to CO adsorption in a linear geometry to Ptmetal sites, which was also in excellent agreement with STEM analysis in which the Ptmetal sites consisted predominantly of clusters with an average diameter of 1.1 nm and a few larger particles with an average diameter of 4.3 nm.

In addition to the identification of precious metal structures, time/temperature-dependent IR spectra of CO can also be used to study the activity, stability and reaction mechanisms of SACs by identifying changes in spectra during catalytic reactions [93, 94, 95, 96]. For example, Ding et al. [94] used time/temperature-dependent IR spectra to investigate CO adsorbed on both Ptmetal and Ptiso species (2.6 wt% Pt/HZSM-5) and Ptiso (0.5 wt% Pt/HZSM-5) species as confirmed by STEM analysis (Fig. 6d, e) and reported that the IR peak at 2115 cm−1 corresponding to CO adsorbed on single Pt atoms (green area) remained unchanged during the oxidation process, whereas the IR peak between 2070 and 2090 cm−1 assigned to CO adsorbed on Pt NPs (green area) can be oxidized and subsequently desorbed as CO2 at reaction temperatures below 100 °C, clearly suggesting that Pt NPs on HZSM-5 possessed higher activities for CO oxidation as compared with single-atom HZSM-5. However, DeRita et al. [92] reported that on TiO2 supports, the order of CO adsorption energy (Ptiso ≪ Ptmetal < Ptox) using IR spectra revealed that Ptiso species can exhibit a twofold greater turnover frequency for CO oxidation as compared with 1 nm Pt clusters, whereas adsorbed CO on Ptox was essentially inactive for CO oxidation below ~ 200 °C. Here, the researchers proposed a possible mechanism in which single Pt atoms can exhibit optimal reactivity because every atom is exposed for catalysis and can form interfacial sites with TiO2.

3.5 DFT Calculations

DFT calculations are vital in the development of SACs and the understanding of the specific catalytic reaction mechanisms of supported single metal atoms. For example, Zhang et al. [11] successfully anchored single Pt atoms onto iron oxide surfaces and achieved high activity and stability for CO oxidation. However, because the conventional Langmuir–Hinshelwood scheme (L–H scheme) requires at least one Pt–Pt bond for CO oxidation [97], there is interest in how single Pt atoms can act as active sites. To address this, Zhang et al. [11] proposed a reaction mechanism for CO oxidation on Pt1/FeOx (Fig. 8) based on a modified L–H scheme using DFT calculations and experiments in which the active sites for CO oxidation are single Pt atoms coordinated with two or three oxygen atoms embedded in an iron oxide system instead of only single Pt atoms. Here, the researchers proposed that the iron oxide support can participate in CO oxidation and that the oxygen provided by the iron oxide support can facilitate the oxidation of CO adsorbed on Pt atoms. Furthermore, DFT calculations suggested that single Pt atoms embedded onto Fe2O3 surfaces possess a high oxidation state due to coordination with two or three surface O atoms of the iron oxide support, leading to lower reaction activation barriers for the rate-determining step of CO oxidation on single Pt atoms (0.79 eV) as compared with Pt (111)(~ 1 eV) (Fig. 8a). Furthermore, Liang et al. [29] proposed a catalytic mechanism for CO oxidation on Ir1/FeOx using periodic DFT calculations in which Ir1/FeOx catalysts possessed lower activity for CO oxidation than Pt1/FeOx catalysts as confirmed by experimental results (Fig. 8b). Here, the calculations revealed that the reaction activation barrier of the rate-determining step in the catalytic cycle of CO oxidation was 0.62 eV higher and the adsorption energy for CO molecules was 0.69 eV higher for Ir1/FeOx catalysts as compared with Pt1/FeOx catalysts, accounting for the lower activity of the Ir1/FeOx catalysts. Moreover, in the search for low-cost catalysts for CO oxidation, Liang et al. [98] used DFT calculations to predict that single Ni atoms anchored onto FeOx possessed higher catalytic activities at room temperature for CO oxidation that were comparable to that of Pt1/FeOx catalysts and were considerably higher than that of Ir1/FeOx catalysts in which the high activity for CO oxidation of the Ni1/FeOx catalyst at room temperature was attributed to the low energy barrier of the rate-determining step (Fig. 8c). Here, the researchers reported that the adsorption states of O2 on Pt1, Ir1 and Ni1 single atoms are different in which O2 can be molecularly adsorbed onto Ni1 and Pt1 single atoms in Ni1/FeOx catalysts and Pt1/FeOx catalysts, whereas it is dissociatively absorbed in Ir1/FeOx catalysts, with DFT calculations indicating that CO oxidation required a slightly higher activation energy (0.75 eV) on Ni1/FeOx catalysts as compared with Pt1/FeOx catalysts (0.49 eV) and Ir1/FeOx catalysts (0.59 eV) in the formation of the first CO2 (TS-1). However, these researchers also reported that the energy barrier of the rate-determining step in the formation of CO2 was obviously different on Pt1, Ir1 and Ni1 single atoms in which the calculated barrier of COad + Oc → CO2 (TS-2) on Ni1/FeOx catalysts (0.64 eV) was much lower than that on Pt1/FeOx catalysts (0.79 eV) and Ir1/FeOx catalysts (1.41 eV), suggesting that Ni1/FeOx catalysts possessed the highest activity for CO oxidation among these SACs at room temperature.
Fig. 8

ac Proposed reaction pathways for CO oxidation on a Pt1/FeOx, b Ir1/FeOx and c Ni1/FeOx catalysts. d Reaction pathway of CO oxidation on oxygen-defective M1/FeOx (M = Pt, Rh, Pd, Co and Cu) via the Langmuir–Hinshelwood mechanism. e Energetic alignment (in eV) of the surface-bound H and Kubas-coordinated H intermediates for V and Mo. f Energetic alignment (in eV) of the Kubas-coordinated H, intermediate dissociated H2, and surface-bound H intermediates for Pt and Mo along the pathway. a Adapted with permission from Ref. [11]. Copyright 2011, Nature Publishing Group. b Adapted with permission from Ref. [29]. Copyright 2014, American Chemical Society. c Adapted with permission from Ref. [98]. Copyright 2016, Royal Society of Chemistry. d Adapted with permission from Ref. [99]. Copyright 2015, American Chemical Society. e Adapted with permission from Ref. [100]. Copyright 2015, Wiley-VCH

Inspired by the discovery of highly active CO oxidation in Pt1/FeOx catalysts [11] and to develop more efficient and low-cost catalysts for CO oxidation, Chen et al. [99] recently applied DFT calculations to systemically investigate the catalytic activity of various metal single atoms (Rh, Pd, Au, Co, Cu, Ru and Ti) supported on iron oxide surfaces and reported that among the various metal single-atom systems, the CO oxidation catalytic performances of oxygen-defective Rh1/FeOx, Pd1/FeOx and Ru1/FeOx catalysts (Fig. 8d) with or without oxygen vacancies and vacancy-free Ti1/FeOx and Co1/FeOx catalysts approached or exceeded the overall catalytic performance of the Pt1/FeOx catalyst based on a LH mechanism and that in particular, Co1/FeOx and Ti1/FeOx catalysts with non-precious metals possessed very low activation energies for CO oxidation.

In addition to elucidating catalytic reaction mechanisms of supported single metal atoms, DFT calculations can also be used to identify SACs. For example, Ogitsu et al. [100] performed a computational search of hydrogen catalysts composed of TM atoms embedded within graphitic carbon (TMEGs) (Fig. 8). And based on various criteria including stability, activity and resistance to poisoning, these researchers identified ten materials that showed promise as highly efficient HER catalysts, two of which were also viable for HOR. In addition, several of the proposed materials were composed entirely of earth-abundant elements, providing significant synthetic and cost advantages. For example, a catalyst composed of Mo atoms embedded within divacancy sites in graphene (4CMo) appeared to be particularly promising for HOR catalysis in addition to HER and is an excellent candidate for inclusion in proton exchange membrane fuel cell anodes (Fig. 8e, f) .

Overall, to fully understand the enhanced catalytic activity of SACs, it is important to develop more advanced and accurate instruments to identify SAC structures and unravel reaction mechanisms. In addition, the development of in situ characterization methods is essential to determine the structure–function relationships of SACs in catalytic processes. Furthermore, advancements in theoretical approaches can enable the modeling of more complex systems and the prediction of SACs with extraordinary catalytic activities.

4 The Activity of Single-Atom Catalysts

As novel heterogeneous catalysts, SACs possess unique interfacial configurations that can provide maximized atomic utilization and single, highly active sites. In addition, SACs are not only catalytically active but are also stable during catalytic reactions in many cases primarily due to strong bonding between single metal atoms and corresponding anchoring sites on support surfaces. Based on this, representative studies as well as advances in single-atom catalysis are summarized in this section.

4.1 Electrochemical Reactions

4.1.1 Oxygen Reduction Reaction (ORR)

The inherently sluggish kinetics of the oxygen reduction reaction (ORR) and the instability of Pt at cathodes are foremost challenges hindering the widespread commercialization of polymer electrolyte membrane fuel cells (PEMFCs) [101, 102]. In addition, because Pt is prohibitively expensive due to its scarcity, the development of highly active, stable and inexpensive ORR electrocatalysts is extremely desirable. Here, researchers report that as Pt nanoparticles downsize into single atoms, supports play a significant role in the performance of corresponding catalysts. However, researchers also report that Pt single atoms do not show good ORR activity because ORR requires Pt ensemble sites in acid media [20], with similar results found for Pt single atoms anchored onto sulfur-doped ZTC (HSC) [22] in which Pt single atoms anchored onto HSC do not follow a conventional four electron pathway to produce H2O, but selectively produce H2O2 over extended periods of time without significant declines in activity (Fig. 9a, b). Despite this, Liu et al. [103] reported that Pt single atoms deposited onto N-doped carbon black can exhibit excellent ORR performances in which the ORR activity of Pt1–N/BP with 0.4 wt% Pt loading in acid was close to that of traditional state-of-art Pt–NP-based Pt/C with much higher Pt loadings (Fig. 9c). In addition, these researchers reported that in acidic H2/O2 fuel cell tests, cells with Pt1–N/BP as the cathode and commercial Pt/C as the anode showed a remarkable Pt utilization efficiency of 0.13 gPt kW−1, which was higher than cells using commercial Pt/C as both the cathode and anode (0.26 gPt kW−1) (Fig. 9d). Here, these researchers found that pyridinic N sites were strong anchoring points for the deposition of Pt atoms and enhanced the stability of Pt1-N/BP in which according to DFT calculations, single pyridinic nitrogen atom-anchored single Pt atom centers were the main active sites and greatly improved electrochemical performances.
Fig. 9

a ORR activity and b H2O2 production selectivity of Pt/HSC catalysts. c ORR polarization curves of BP, N/BP, Pt1/BP, Pt1–N/BP and commercial Pt/C in O2-saturated 0.1 M HClO4 with a scan rate of 5 mV s−1 and a rotation speed of 1600 rpm. d Voltages and power densities of H2/O2 fuel cells with Pt1–N/BP and commercial Pt/C (marked with stars) as cathodes in acid. e ORR polarization curves of Fe single atoms. fJk at 0.85 V and E1/2 for Fe SACs. a, b Adapted with permission from Ref. [22]. Copyright 2016, Nature Publishing Group. c, d Adapted with permission from Ref. [103]. Copyright 2017, Nature Publishing Group. e, f Adapted with permission from Ref. [56]. Copyright 2017, Wiley-VCH

In addition to Pt catalysts, Pt-free single atoms have also been developed for ORR. For example, Zhang et al. [104] reported that single niobium atoms trapped within graphitic layers demonstrated good ORR activities in alkaline media in which the advanced structure of the trapped single atoms not only enhanced overall conductivity to accelerate ion and electron exchange, but also suppressed the chemical/thermal coarsening of active particles. In addition, experimental and theoretical studies revealed that single niobium atoms can produce a redistribution of d-band electrons, thus becoming surprisingly active for O2 adsorption and dissociation and exhibit high stability. In another example, Wang et al. [56] prepared a highly reactive and stable isolated single-atom Fe/N-doped porous carbon (ISA Fe/CN) catalyst with Fe loadings up to 2.16 wt% and reported that the catalyst showed excellent ORR performances with a half-wave potential (E1/2) of 0.900 V that outperformed commercial Pt/C (Fig. 9e, f). Recently, Li et al. [105] also fabricated bimetallic Fe–Co dual sites embedded onto N-doped porous carbon for ORR and reported that as compared with Fe SAs/N–C, Co SAs/N–C and commercial Pt/C catalysts, the well-defined (Fe,Co)/N–C catalyst exhibited a high ORR activity with an E1/2 of 0.863 V and an Eonset of 1.06 V. In addition, Wu et al. [106] synthesized an efficient ORR catalyst consisting of atomically dispersed nitrogen-coordinated single Mn sites on partially graphitic carbon (Mn–N–C) through a two-step synthesis strategy involving doping and adsorption and reported high activities for the resulting Mn–N–C catalyst as evidenced by a commendable E1/2 of 0.80 V versus RHE in acids as well as the fact that the formed MnN4 sites can enhance stability during durability tests in acidic media.

4.1.2 Methanol Oxidation Reaction (MOR)

Direct methanol fuel cells (DMFCs) are attractive power sources for portable and vehicular applications due to the simplicity of the systems and the adaptability of the liquid fuels in which precious metal (i.e., Pt) NPs supported on carbon black are the most commonly employed anode catalysts for MOR. Here, the downsizing of precious metal catalyst particles is vital to maximize efficiency and decrease costs. For example, Sun et al. [38] recently deposited single Pt atoms onto graphene nanosheets through ALD and used this approach to vary the Pt content from isolated single atoms to sub-nanometer sized clusters up to Pt nanoparticles in which the single Pt atom catalyst exhibited significantly enhanced MOR catalytic activities (up to 10 times) in comparison with state-of-the-art commercial Pt/C catalysts. In addition, these researchers reported that this single Pt atom catalyst demonstrated superior CO tolerances as compared with conventional Pt/C catalysts and suggested that the increased MOR activity on ALD50-Pt/GNS can be mainly attributed to the small size of the catalyst, resulting in significantly enhanced utilization of Pt atoms. Furthermore, these researchers conducted XAFS studies and suggested that the low-coordination and partially unoccupied 5d orbitals of the Pt atoms were responsible for the excellent activity.

4.1.3 Hydrogen Evolution Reaction (HER)

Pt-based catalysts are generally considered to be the most effective electrocatalysts for hydrogen evolution reactions (HER) [107, 108]. However, Pt is expensive and scarce, limiting the commercial potential of such catalysts. Therefore, the development of active, stable and inexpensive electrocatalysts for water splitting is key in the realization of a hydrogen economy based on the use of molecular hydrogen for energy storage. To address this, Sun et al. [109] recently proposed a practical synthesis method to produce isolated single Pt atoms on N-doped graphene using ALD (Fig. 10a, b) and reported that the single Pt atom catalyst exhibited significantly enhanced HER catalytic activities (up to 37 times improvement) and stability in comparison with state-of-the-art commercial Pt/C catalysts in which the researchers found that the interaction between metal atoms and support played a vital role in stabilization through synchrotron and DFT analyses. Here, first-principles calculations showed that the interaction energy between single Pt atoms and N-dopants was ~ 5.3 eV, which was approximately 3.4 eV larger than the bond strength between Pt atoms on graphene substrates, suggesting that Pt preferentially binds to N sites. In addition, this study revealed that the remarkable performance of the single Pt atom catalyst arose from its small size and unique electronic structure originating from the adsorption of single Pt atoms onto N-doped graphene as confirmed by XANES and DFT analyses. Furthermore, to apply SACs to HER in neutral media, Liu et al. [110] prepared single Pt atoms onto CoP-based nanotube arrays supported by Ni foam (PtSA-NT-NF) using potential cycling and reported that the as-prepared Pt single-atom catalyst exhibited a four times higher mass activity than that of Pt/C (Fig. 10c, d).
Fig. 10

a HER polarization curves for ALDPt/NGNs and Pt/C catalysts. b Mass activity at 0.05 V (versus RHE) of ALDPt/NGNs and Pt/C catalysts for HER. c HER polarization curves of NF, NT–NF, PtSA–NT–NF and Pt/C acquired in N2-saturated 1 M PBS. d Pt mass activities of PtSA–NT–NF and Pt/C at 0.05 V. e HER polarization curves of DG, Ni@DG, A-Ni@DG and Pt/C performed in 0.5 M H2SO4 electrolyte. f Turnover frequency curve of A-Ni@DG and other catalysts reported in the literature for hydrogen evolution. a, b Adapted with permission from Ref. [109]. Copyright 2016, Nature Publishing Group. c, d Adapted with permission from Ref. [110]. Copyright 2017, Wiley-VCH. e, f Adapted with permission from Ref. [113]. Copyright 2018, Cell Press

Aside from Pt, single Co atoms anchored onto N-doped graphene have also shown excellent catalytic performances for HER, making these catalysts promising candidates to replace Pt in water splitting applications [111, 112]. For example, Yao et al. [113] used graphene defects to trap atomic Ni species and reported that the as-prepared catalyst (A-Ni@DG) exhibited comparable HER performances to Pt/C in which the overpotential required to reach a current density of 10 mA cm−2 for the A-Ni@DG was as low as 70 mV (Fig. 10e, f) and that according to DFT results, the different coordination configurations of Ni atoms and defects demonstrated high catalytic preferences to facilitate HER.

4.1.4 Electrochemical Carbon Dioxide Reduction Reaction (CRR)

With gradually increasing concentrations of carbon dioxide (CO2) in the atmosphere, the development of effective routes for CO2 conversion into other carbon compounds is becoming urgent. However, CO2 is relatively stable and can only transform into other carbon compounds under harsh reaction conditions. Here, the electrochemical carbon dioxide reduction reaction (CRR) is an important transformation method with promising application prospects in which during the CRR process, the reaction rate and selectivity of the product is highly dependent on the catalyst. And recently, researchers have found that SACs can exhibit extremely high activities for CO2 reduction to CO. For example, Liang et al. [114] prepared cobalt phthalocyanine (CoPc) catalysts uniformly anchored onto carbon nanotubes in which ICP and Raman results showed that CoPc was dispersed onto CNTs at the molecular level and reported that at an overpotential of 0.52 V (vs. RHE) in 0.1 M KHCO3 aqueous solution, the CoPc/CNT hybrid catalyst can provide a high and stable current density of over 10 mA cm−2 with a Faradaic efficiency (FE) of over 90% for CO2 reduction to CO (Fig. 11a). These researchers also reported that rapid electron transfer from the electrode to the surface CoPc molecules anchored onto CNTs can facilitate rapid and repetitive cycling between Co(II) and Co(I) to support CO2 conversion into CO. In addition, these researchers also suggested that the uniform coverage of the CNT with CoPc molecules in the CoPc/CNT catalyst structure can minimize exposure of the carbon surface to prevent the catalysis of hydrogen evolution rather than CO2 reduction.
Fig. 11

a FE of CO2 reduction products in the gas phase for CoPc/CNT (2.5%) (red) and CoPc (blue) at various potentials. b CO FE for Ni SACs on N-doped graphene at various applied potentials. c FEs of CO and H2 at various applied potentials on ZnNx/C catalysts. d CO and H2 FEs of N–C, Co–N–C and Fe–N–C catalysts. a Adapted with permission from Ref. [114]. Copyright 2017, Nature Publishing Group. b Adapted with permission from Ref. [115]. Copyright 2018, Nature Publishing Group. c Adapted with permission from Ref. [116]. Copyright 2018, Wiley-VCH. d Adapted with permission from Ref. [117]. Copyright 2018, American Chemical Society

In addition to metal complexes, Yang et al. [115] reported that a single Ni atom catalyst prepared by pyrolyzing a mixture of amino acids, melamine and nickel acetate in argon is active for CRR in which HAADF-STEM imaging revealed a SAC consisting of isolated, high-density and low-valent Ni(I) anchored onto N-doped graphene, resulting in the as-prepared Ni SAC achieving 97% CO FE at 0.61 V (Fig. 11b). Here, operando XAS and DFT calculations demonstrated the delocalization of the unpaired electron in the Ni \( 3{\text{d}}_{{x^{2} - y^{2} }} \) orbital and the spontaneous charge transfer from Ni(I) to the carbon 2p orbital in CO2, both of which can reduce the energy barrier for CO2 conversion into CO. Aside from Ni single atoms, Yang et al. [116] also investigated Zn SACs for CRR in which the catalyst was synthesized through the pyrolysis of a mixture containing carbon black, urea and Zn at 1000 °C. Here, the researchers reported that Zn atoms were anchored by N in a Zn–N4 structure for the nitrogen-anchored Zn SAC, allowing for a high selectivity (FE for CO) of up to 95% at 0.43 V (Fig. 11c) and that their DFT results indicated that the Zn–N4 structure can effectively reduce the energy barrier for the formation of *COOH and significantly enhance CRR performances. Furthermore, the CRR performance of MOF-derived Fe and Co SACs was also investigated in which Pan et al. [117] found that Fe–N4 sites were intrinsically more active than Co–N4 sites in M–N–C catalysts for CO2 reduction to CO and that for the Fe–N–C catalyst, a FE for CO can reach 93% at an overpotential of 0.47 V (Fig. 11d).

4.2 Water–Gas Shift (WGS) Reactions

The water–gas shift reaction, involving CO + H2O → CO2 + H2, forms the basis of heterogeneous catalysis and is critical to the generation of clean hydrogen energy for fuel cells, transportation fuels and ammonia manufacturing [118] and SACs are a promising new generation of WGS catalysts that can maximize both activity and catalytic efficiency [14, 119, 120]. For example, isolated Au species anchored onto O ligands to different supports such as ceria [121, 122] and titania [123] have been successfully prepared for WGS reactions and researchers have reported that atomically dispersed Au species with extra surrounding surface OH groups [Au-(OH)x] can act as active sites for WGS reactions. In addition, researches have also reported that for “inert” oxide supports such as zeolites, alumina and silica, atomically dispersed metal species can be anchored on these supports through the addition of sodium–oxygen ligands [124, 125]. As a result, these SACs can provide lower activation energies Ea for WGS reactions (~ 45 kJ mol−1 for Auas compared with ~ 75 kJ mol−1 for Pt) [121, 123].

Iron oxide-supported single Pt or Ir atoms are also active for WGS reactions [11, 118] and can exhibit remarkable activities that are ~ one order of magnitude higher than clusters or nanoparticles in which iron oxide supports can participate in the reaction of CO oxidation and the oxygen provided by iron oxide can facilitate the oxidation of CO absorbed onto Pt atoms [11]. In addition, researchers have reported that Ir single atoms can greatly enhance the reducibility of FeOx supports and the generation of oxygen vacancies, leading to excellent performances for Ir1/FeOx SACs [27].

4.3 Hydrogenation Reactions

SACs have been widely used in various hydrogenation reactions and have exhibited impressive catalytic performances. For example, Zhang et al. [31] reported that Pt single atoms anchored onto FeOx nanocrystallites were highly active, chemoselective and reusable for the hydrogenation of a variety of substituted nitroarenes in which for the hydrogenation of 3-nitrostyrene, the catalyst can yield a TOF of ~ 1500 h−1, which is 20-fold higher than optimal results reported in the literature, and a selectivity to 3-aminostyrene close to 99%. Here, the researchers attributed these superior performances to strong metal–support interactions that can significant enhance electron transfer from Pt atoms or ensembles to the FeOx support and the presence of positively charged Pt centers, the absence of Pt–Pt metallic bonds and the appropriately reduced metal oxide surfaces, all of which favor the preferential adsorption of nitro groups, leading to significantly enhanced performances. Recently, Zeng et al. [45] also obtained high-ratio neighboring Pt monomers on MoS2 and found that neighboring Pt monomers can exhibit distinct performances as compared with isolated Pt monomers (Fig. 12a, b) in which for neighboring Pt monomers, CO2 can be converted stepwise to formic acid and methanol in CO2 hydrogenation, whereas isolated Pt monomers favor the conversion of CO2 to methanol without the formation of formic acid. Lu et al. [40] also reported that Pd single atoms anchored on graphene using ALD can show remarkable performances in the selective hydrogenation of 1,3-butadiene in which the Pd1/graphene SAC demonstrated approximately 100% butene selectivity at 95% conversion in a mild reaction condition of 50 °C and attributed these performances to the changes in the 1,3-butadiene adsorption mode and the enhanced steric effect on the isolated Pd atoms (Fig. 12c, d). Here, the researchers speculated that butadiene can adsorb onto isolated Pd atoms through a mono-π-adsorption mode rather than a di-π-adsorption mode that usually requires a large ensemble of Pd surfaces (Fig. 12e). More importantly, excellent durability against deactivation through either aggregation of metal atoms or carbonaceous deposits for 100 h of reaction time on stream was also achieved. Vilé et al. [126] also synthesized Pd SACs by anchoring Pd atoms into mesoporous polymeric graphitic carbon nitride cavities and reported that the Pd SAC showed higher activity and selectivity for the flow hydrogenation of alkynes and nitroarenes as compared with supported Pd nanoparticle catalysts in which the Pd SAC surpassed the activity of conventional heterogeneous nanoparticle catalysts and maintained an outstanding degree of selectivity (> 90%) in which DFT calculations revealed that the high catalytic activity and selectivity can be attributed to the facile hydrogen activation and hydrocarbon adsorption of the atomically dispersed Pd sites.
Fig. 12

a, b Comparison of products obtained using atomically dispersed Pt/MoS2 with different Pt loadings and Pt nanoparticles/MoS2. c, d Catalytic performances of Pd1/graphene, Pd–NPs/graphene, Pd–NPs/graphene-500C and Pd/carbon samples in the selective hydrogenation of 1,3-butadiene. e Schematic of the improvement of butene selectivity of Pd1/graphene SACs. a, b Adapted with permission from Ref. [45]. Copyright 2017, Nature Publishing Group. ce Adapted with permission from Ref. [40]. Copyright 2015, American Chemical Society

5 Single-Atom Alloys

Single-atom alloy (SAA) catalysts have been shown to be active for a variety of processes, including selective hydrogenation reactions [127, 128, 129, 130], dehydrogenation reactions [131, 132, 133],oxidation reactions [134, 135], hydrogenolysis [136] and coupling reactions [137] and have generated significant interest in recent years. Here, the creation of SAA catalysts is based on the deposition of isolated reactive metal adatoms into host metal surfaces (of a relatively inert metal). For examples, atomically dispersed Pt and Pd adatoms can be deposited into a metallic copper host through galvanic replacement (GR) to catalyze selective hydrogenation reactions [84, 130]. In addition, the catalytic properties of alloyed nanoparticles strongly depend on their composition and structure [3, 138]. And because the structure of SAAs is different from normal alloyed nanoparticles, SAAs only interact with host metals with bonding occurring between its own atoms, resulting in different catalytic properties.

As an example, Lucci et al. [84] reported that Pt–Cu SAA catalysts can selectively hydrogenate 1,3-butadiene to butane under realistic flow reactor conditions, which is important in the transfer of SACs from ideal studies to practical catalytic reaction conditions. Here, the researchers reported that their SAA catalyst exhibited high stability and selectivity under realistic hydrogenation conditions and maintain stable butadiene conversion for > 46 h at 160 °C and attributed the selectivity increase to the inhibition of hydrocarbon decomposition that is commonly observed with Pt catalysts because SAA catalysts do not offer extended Pt ensembles to allow these unfavorable reactions to occur. Moreover, Shan et al. [133] reported that selectivity to formaldehyde on Pt–Cu SAA nanoparticle catalysts and Pt–Cu (111) SAA model catalysts was both nearly 100%. In addition, the Pt–Cu SAA nanoparticle catalysts can also exhibit high selectivity and stability in water-catalyzed methanol dehydrogenation reactions and excellent stability in flow reactor tests and under UHV conditions. Furthermore, Lucci et al. [139] conducted a study of hydrogen activation and spillover in Pt–Cu SAA catalysts and found that the Pt–Cu alloy containing only isolated Pt atoms was capable of facile H2 dissociation and spillover to Cu at temperatures as low as 85 K and possessed a reduced hydrogen desorption barrier as compared with monometallic Pt or Cu. However, these researchers also reported that due to the stronger binding of H in the extended Pt ensembles, these larger Pt ensembles in Cu can exhibit higher temperature desorption profiles. Liu et al. [90] also used a Pt–Cu SAA catalyst recently to tackle the issue of CO poisoning in Pt catalysts and reported that the Pt–Cu SAA catalyst possessed excellent CO tolerances under realistic working conditions for H2 activation and acetylene hydrogenation. Here, the researchers attributed this tolerance to the weaker binding of Co to single Pt atoms in Cu as compared with larger Pt ensembles or monometallic Pt. Other researchers have also proposed that the improved CO tolerance of Pt–Cu SAA catalysts can also be attributed to the unique structure of the SAA in which SAAs do not possess ensemble effects like traditional bimetallic alloys that have been shown to increase CO binding strengths at extended catalytic metal sites [140, 141]. And overall, these findings can guide the design of novel catalysts for low-temperature hydrogen fuel cells to avoid CO poisoning issues [142, 143].

Furthermore, through physical vapor deposition, Sykes et al. [144] dispersed single Pd atoms onto Cu (111) surfaces (Fig. 13a, b) and reported that the resulting Pd–Cu SAA catalyst showed higher efficiencies for the selective hydrogenation of styrene and acetylene in comparison with corresponding monometallic Pd and Cu catalysts in which the individual and isolated Pd atoms on Cu(111) surfaces can substantially lower hydrogen dissociation energy barriers and bind hydrogen adatoms weak enough to allow for spill over onto Cu surfaces (Fig. 13c), enabling the selective hydrogenation of styrene and acetylene as compared with pure Cu or Pd metal alone. Boucher et al. [130] also found that Pd0.18Cu15 nanoparticles prepared through GR possessed highly selective catalytic activity for hydrogenation reactions. Here, the alloying of Pd with Cu was confirmed using XPS and UV-visible spectroscopy measurements in which the prepared Pd–Cu SAA possessed over an order of magnitude higher activity for phenylacetylene hydrogenation as compared with monometallic Cu counterparts and maintained high selectivity to styrene for many hours at high conversion rates. In addition, DFT calculations by Fu et al. [145] suggested that the decreased activation energy of H2 dissociation plays an important role in the hydrogenation reactions of Pd–Cu SAA catalysts in which Pd–Au SAAs supported on ion-exchange resins possessed surface Pd sites that were totally isolated by Au atoms if Au/Pd ≥ 10, allowing for exceptional activity and durability for Ullmann reactions of aryl chlorides [137]. Furthermore, Zhang et al. [134] reported that Pd host-supported single Au atom catalysts prepared through a successive reduction method can demonstrate glucose oxidation activities 17–40 times higher than that of monometallic Au and Pd nanoparticles and 5–8 times higher than that of Au/Pd alloy nanoparticles of the nearly same particle size. Here, the researchers attributed the high activity of the Au–Pd SAA catalyst to the presence of negatively charged single Au atoms that can form due to the charge polarization effect induced by charge transfer from Pd atoms to single Au atoms. Sykes et al. [89] also found that single Pd atoms in Au (111) surfaces can activate H2, which usually require two contiguous Pd atoms. Here, the researchers combined TPD with DFT calculations to elucidate the energetic landscape for H2 adsorption, activation and desorption for isolated Pd atoms and found a low-temperature pathway for H2 activation and release through Pd atoms with minimal spillover to Au in which the co-adsorption of H2 and D2 can lead to the complete scrambling of H and D, supporting the dissociation of H2 and the transient existence of H atoms on Au. Moreover, by using an opposite approach, Sykes et al. [146] alloyed small amounts of Ni onto Au (111) to produce a SAA catalyst and demonstrated that single Ni atoms on Au surfaces can increase the reactivity of substrates by creating single Ni sites to bind CO significantly stronger than Au.
Fig. 13

a, b STM images showing atomically dispersed Pd atoms on a Cu(111) surface and hydrogen atoms that have dissociated and spilled over onto the Cu surface. c Potential energy diagram depicting the mode of action of a Pd SAA surface compared with those of pure Cu(111) and Pd(111). de HAADF-STEM images showing the morphology of γ-Al2O3-supported Pt/Cu SAA. ac Adapted with permission from Ref. [144]. Copyright 2012, American Association for the Advancement of Science. de Adapted with permission from Ref. [147]. Copyright 2018, Nature Publishing Group

To apply SAA catalysts to broader applications in higher temperatures, Gong et al. [147] synthesized Pt/Cu SAAs supported on γ-alumina through atomic dilution and reported that their DFT results showed that the exposed isolated surface Pt atoms within Cu(111) facets of the Pt/Cu SAA nanoparticles were more thermodynamically stable than other types of Pt species. Here, the structure of the Pt/Cu SAA catalyst was obtained using AC-HAADF-STEM images in which single Pt atoms were distinguished from Cu atoms due to differences in Z-contrast (Fig. 13d–h). And in the catalytic dehydrogenation of propane, this Pt/Cu SAA catalyst with low Pt loading (0.1 wt%) displayed a propylene selectivity of ~ 90% with high formation rates as well as excellent stability for 120 h on stream. In addition, DFT calculations showed that compared with conventional Pt alloys, this Pt/Cu SAA broke the Pt–M alloy scaling relationship during PDH (propane dehydrogenation), displaying a negative difference between the desorption energy and the further dehydrogenation barrier of propylene.

6 The Stability of Single-Atom Catalysts

SACs show great potential for various heterogeneous reactions because atomically dispersed catalysts present optimal metal utilization geometries with the most exposed active sites in catalysis. However, the stabilization of supported highly dispersed single atoms during synthesis and catalysis is difficult due to the high surface-free energies and low-coordination numbers of single metal atoms. And although many methods have been developed to prepare SACs to address stability issues, the loading of metal atoms is generally kept to less than 1.5 wt% to prevent the formation of metal nanocrystals through sintering. Another key aspect in the stabilization of SACs is the prevention of single atoms aggregating and agglomerating into clusters/nanoparticles due to atom migration as well as the reduction in metal atom loss through detachment in harsh operating conditions. Based on this, a deeper understanding of the stabilization mechanisms of single atoms on supports is needed to provide insights into the development of stable SACs for practical applications.

6.1 The Anchoring Mechanism

Metal–support interactions play a pivotal role in the performance of supported catalysts [148, 149, 150] by not only enhancing stability, but also by endowing improved catalytic properties such as significantly enhanced catalytic activities and selectivity due to altered electronic structures or synergetic catalytic effects [2, 151, 152, 153, 154]. And in SACs, this effect is more pronounced and is a determining factor in the performance of SACs due to contact between isolated metal atoms and supports [155]. Therefore, a thorough understanding of metal–support interactions is vital for the design of supported single atoms as catalysts for specific reactions in which appropriate substrates can strongly interact with metal atoms to form stable active site structures and anchor individual metal atoms firmly to prevent aggregation. To date, various metal oxides (e.g., FeOx), 2D materials (e.g., graphene, doped graphene, g-C3N4 and BN), crystalline metal surfaces and metal–organic frameworks have been investigated as supports for SACs in which different supports can provide different anchoring sites to stabilize single-atom metals due to different chemical bonding between metal atoms and supports, leading to different stabilization mechanisms and configurations. Based on this, this section will present stable active structures for SACs based on different supports.

6.1.1 Metal Oxides

Metal oxide materials such as reducible FeOx, CeO2 and TiO2 have widely been used as supports to stabilize single metal atoms through strong metal–support interactions. For example, single metal atoms can strongly interact with FeOx by occupying the metal or oxygen vacancies on the surface of the metal oxide depending on the nature of the support and synthesis method, thus providing ultra-stability and remarkable catalytic performances in which metal–support interactions showing Pt–O–Fe bonding were observed on FeOx-supported Pt single atoms by researchers [11, 31]. For example, EXAFS revealed Pt–O and Pt–Fe features at ~ 2.01 Å and ~ 3.05 Å originating from Pt atoms binding to the oxygen of the substrate and the interaction of Pt with the Fe of the substrate [31]. In addition, the increased Pt–Fe coordination distance as compared with Pt–Fe alloys (2.56 Å) [156] suggests that Pt coordinates with Fe through bridging oxygen atoms (forming Pt–O–Fe boding) instead of direct coordination with Fe (Pt–Fe bonding) [11, 31]. Furthermore, Liu et al. [157] recently reported that isolated single Au atoms dispersed on iron oxide nanocrystallites (Au1/FeOx) were much more resistant to sintering than Au nanostructures and can exhibit extremely high reaction stability for CO oxidation in a wide temperature range. Here, the researchers proposed that the highly positive charged single Au1 atoms can occupy Fe vacancy sites of the FeOx nanocrystallites to lead to strong covalent metal–support bonding interactions in the form of Au–O–Fe bonding between single Au1 atoms and lattice oxygen atoms of FeOx to account for the exceptional stability and remarkable catalytic activity of Au1/FeOx during CO oxidation. However, Pt–Al bonding was absent in the EXAFS of single Pt atoms supported on inert Al2O3 supports [97], suggesting that the stabilization mechanism of single atoms on inert supports is different from active supports such as FeOx.

Ceria are another widely used support to stabilize metal SACs through interactions between metal atoms and oxygen atoms of ceria as created by the structure of [meta-O-Ce]. For example, Datye et al. [158] found that the aging of Pt/Al2O3 at 800 °C allowed for the transfer and trapping of Pt into ceria and that polyhedral and nanorodceria were more effective than ceria cubes at anchoring Pt (Fig. 14a–c). In addition, Au single atoms can also be stabilized by CeO2 in which researchers reported that HAADF-STEM images showed that Au1 atoms anchored onto CeO2 nanocrystals gained stability by occupying the surface Ce vacancies [159]. Furthermore, Lu et al. [160] revealed that single Pt atoms substituted into the surface Ce vacancies of CeO2(110) gained stability as positively charged Pt atoms were stabilized by lattice oxygens through six Pt–O bonds. Here, the researchers suggested that the most stable sites for the adsorption of mononuclear Pt species on ceria nanoparticles were at small nanofacets in which Pt can forms square-planar coordination complexes (Pt–O4 moiety) with four O atoms from the ceria nanoparticle and that this Pt–O4 moiety was likely to be responsible for the excellent overall stability. Moreover, these researchers proposed that in this Pt–O4 moiety, Pt2+ instead of Pt0 was stabilized on the CeO2 support at the nanofacets through so-called O4 nanopockets in which Pt2+ion scan coordinates in a square-planar complex with four oxygen anions as ligands. Here, Pt2+ cations can formed through the transfer of two electrons from Pt to ceria nanoparticles, resulting in the reduction in two ions from Ce4+ to Ce3+ [161, 162]. Researchers also found that the surface sites consisting of four O atoms in a square-planar geometry were on extended CeO2 (100) surfaces [163] and on the step edges of low-energy CeO2 (111) nanoislands [164].
Fig. 14

a Schematic of Pt nanoparticle sintering showing how ceria can trap mobile Pt to suppress sintering. Cubes appear to be less effective than rods or polyhedral ceria. HAADF-STEM images of b 1 wt% Pt/CeO2-rod and c 1 wt% Pt/CeO2-polyhedra after aging at 800 °C for 10 h in flowing air. d Schematic of the formation Au single atoms on defective TiO2. e HAADF-STEM image of single atomic Au sites highlighted by red circles. f Elemental mappings showing the distribution of Ti (blue) and Au (red). ac Adapted with permission from Ref. [158]. Copyright 2016, American Association for the Advancement of Science. df Adapted with permission from Ref. [166]. Copyright 2018, Wiley-VCH

ZnO can also be used to support single-atom metals in which researchers reported that precious metal atoms including Pt1 and Au1 together coordinated with lattice oxygens embedded into ZnO surfaces can provide single stable active sites for ethanol steam reforming [165]. Recently, Wang et al. [166] also generated O vacancies on the surface of TiO2 through H2 treatment at different temperatures (Fig. 14d) and reported that the isolated single Au atoms were atomically anchored onto defective TiO2 nanosheets and were twofold coordinated by Ti atoms to form a Ti–Au–Ti structure (Fig. 14e, f). Moreover, the two O2 molecules were considered to be adsorbed on either side of the Au sites to form a symmetrical structure in which AC-STEM results showed that single Pt atoms can occupy planar O vacancies of TiO2 (110) [72]. However, Thornton et al. [167] also presented direct evidence that single Au atoms can bind at bridging O vacancies on TiO2 (110) through a comparison of STEM images of the same area on the surface before and after dosing Au1. In addition, Batzill et al. [168] investigated the influence of hydroxyls on Pd atom mobility and clustering on rutile TiO2 and found that stable Pd atoms can be achieved on hydroxyl-modified TiO2 at room temperature, whereas much larger clusters formed under the same conditions on hydroxyl-free TiO2 surfaces in which the enhanced binding of adatoms to surface sites adjacent to hydroxyl groups and the associated increase in surface diffusion barriers were responsible for the initial suppression of Pd atom sintering.

6.1.2 Carbon-Based Materials

Carbon-based materials such as graphene and doped graphene are also important substrates to support single metal atoms. However, single metals atoms often drift on graphene surfaces to form aggregate particles because the interactions between pristine graphene and single-atom metals are weak due to the strong sp2 binding between carbon atoms in graphene sheets [109]. In addition, DFT calculations show that single atoms of transition metals can easily diffuse into pristine graphene to generate large metal clusters and reduce the performance of SACs. However, based on first-principles calculations, transition metal SACs embedded on graphene have been theoretically predicted as highly efficient catalysts for reactions such as CO oxidation, oxygen reduction and epoxidation of ethylene and propene, and include Au [169, 170, 171, 172], Fe [173, 174], Cu [175] and Pt [176] supported by defective graphene. Here, single metal atoms can be stabilized on graphene through stronger interactions between metal atoms and carbon vacancies in defective graphene in which once incorporated into the graphene lattice, single metal atoms can transition to adjacent lattice positions and reversibly switch their bonding between three and four nearest neighbors [68]. And overall, theoretical studies predict that the activation energies for metal adatom adsorption and diffusion on perfect graphene are in the range of 0.14–0.8 eV [177], whereas activation energies for diffusion in graphene are in the range of 2.1–3.6 eV for metal–monovacancies and ~ 5 eV for metal-divacancy complexes [178, 179]. Researchers also report that the migration barriers (activation energies) of metal atoms on graphene vacancies are much higher than that of pristine graphene and that the high binding energies of metal-vacancy complexes can ensure the high stability of SACs [180]. Furthermore, carbon vacancies can be deliberately introduced into carbon materials through irradiation [181, 182, 183, 184] by knocking off carbon atoms with energetic particles such as electrons and ions [185]. Moreover, it is also possible to atomically disperse Co in a graphene matrix through a simple thermal treatment of Co2+ cations and graphene oxides in which carbon and oxygen at the surface of graphene can serve as anchoring sites for the coordination of Co atoms [186]. Similar results have also been found for Pd single atoms coordinated with defective C and phenolic O atoms on graphene surfaces as confirmed by XAFS analysis [40]. Chen et al. [73] also revealed different anchoring mechanisms for Ni atoms stabilized on graphene in which one Ni atom can substitute one C atom in a graphene lattice and chemically bond with three C atoms based on the investigation of HAADF-STEM, and Yao et al. [113] proposed that Ni atoms trapped in the divacancy of defect graphene (DG) can form a Ni–C4 structure, resulting in the DG-trapped Ni exhibiting excellent durability during electrochemical tests. Here, the researchers prepared Ni nanoparticles on DG through the dispersion of Ni2+ cations followed by annealing reduction and treatment in hydrochloric acid to remove redundant Ni and a leaching process to allow single Ni atoms to be trapped in the defects of DG (Fig. 15a, b). In addition to introducing defects onto graphene, Liu et al. [187] also proposed a new stabilizing strategy through the anchoring of single Pt atoms onto aniline-stacked graphene (Fig. 15c, d) in which XAS and DFT calculations elucidated that atomically isolated Pt can coordinate with the nitrogen of aniline to optimize the electronic structure of Pt as well as hydrogen adsorption energies, resulting in the as-prepared Pt SAC presenting excellent HER activity and stability as compared with commercial Pt/C.
Fig. 15

a Schematic of the fabrication of A-Ni@DG. b HADDF-STEM image of the defective area with atomic Ni trapped. c, d Schematic and HADDF-STEM image of Pt single atoms on aniline-stacked graphene. eg Schematic and HAADF-STEM image of Co–N5 SACs. a, b Adapted with permission from Ref. [113]. Copyright 2018, Cell Press. c, d Adapted with permission from Ref. [187]. Copyright 2019, Royal Society of Chemistry. eg Adapted with permission from Ref. [200]. Copyright 2018, American Chemical Society

Moreover, the introduction of foreign atoms such as nitrogen or sulfur into carbon supports is another effective method to enhance the interaction between metal atoms and supports through the formation of M–Nx or M–Sx structures with metal atom (M = Pt, Pd, Co, Ni) centers and surrounding N or S atoms. Here, the atomic structures of M–Nx are mainly fabricated through either the simple heating of mixtures of metal and nitrogen precursors on carbon supports [95, 188], the pyrolysis of mixtures of metal and N, C-containing precursors [189, 190] or the direct carbonization of MOFs [56, 191] at high temperatures in which the introduction of N was found to be able to tune the electronic properties of carbon materials and facilitate the dispersion of metal atoms embedded in carbon materials through strong interactions between metals and supports. In addition, first-principles calculations showed that N-doping can introduce localized defect states in the vicinity of the Fermi level of pristine graphene and that the calculated diffusion barrier of Pt atoms on N-doped graphene (2.97 eV) was much higher than that on pristine graphene (~ 0.14 eV),effectively stabilizing deposited Pt atoms [192]. Furthermore, N-doping configurations in graphene substrates were found to be able to affect the stability of Pt atoms on NG and that Pt–NG support interactions can be stronger than Pt–Pt interactions by picking appropriate doping configurations [193]. Recent calculations also indicated that single Co atoms embedded into pyridinic vacancy sites of nitrogen-doped graphene were more stable than that of Pt [194] as confirmed by experimental observations that showed that these bonded Co atoms by N atoms were stable and can function as highly active HER catalysts in both acid and base media [111].

The precise identification of the atomic structure of M–Nx is critical for the understanding of the stabilization mechanisms of single metal atoms stabilized by N on carbon materials. Based on this, Suenaga et al. [195] found through the use of STEM that metal atoms were likely to be trapped at pyridinic N defects rather than at graphitic-N defects as pyridinic N exhibits higher chemical activity. In addition, M–N4 moieties are believed to be stable structures for N functional carbon materials anchoring single atoms based on Ac-TEM, XAS and DFT calculations [189, 196]. Furthermore, Zhang et al. [197] identified a Co–N–C catalyst synthesized using a sacrificial support approach through AC-HAADF-STEM, XAS and DFT calculations and reported that the stable structure was identified to be Co–N–C–O in which Co center atoms were coordinated with four pyridinic N atoms in the graphitic layer, whereas two oxygen molecules were weakly adsorbed on Co atoms perpendicular to the Co–N4 plane. Bao et al. [74, 198] also systematically studied the atomic structure of Fe atoms embedded in graphene using HRTEM in combination with HAADF-STEM and low-temperature STM in which the structure of the single Fe atoms in the graphene matrix was first imaged as black dots using AC-HRTEM and subsequently confirmed using sub-angstrom resolution HAADF-STEM images as bright dots. Here, the electron energy loss atomic spectrum clearly showed the presence of both Fe and N elements in one bright dot, suggesting the formation of Fe–Nx bonding. In addition, the atomic structure of the FeN4 centers embedded in the graphene matrix was also confirmed by low-temperature STM. Recently, Zhang et al. [199] also prepared an atomically dispersed self-supporting Fe–N–C catalyst using nano-MgO as a sacrificial template and studied its structure using a combination of AC-HAADF-STEM, electron spin resonance (ESR), XAS and Mossbauer spectroscopy. Here, the researchers found the existence of four different species (x = 4–6) in the atomically dispersed Fe–N–C catalyst and that the relative concentrations of each species were dependent on pyrolysis temperatures in which the Fe–N–C catalyst sample treated at 700 °C was composed of high-spin FeN6 (28.3%), low-spin FeN6 (53.8%) and medium-spin FeN5 (17.9%) species. Chen et al. [200] also proposed a Co–N5 structure anchored onto polymer-derived hollow N-doped porous carbon spheres (Fig. 15e–g) in which the Co–N5 sites were found to be active centers for CO2 activation and the rapid formation of key reaction intermediate COOH* as well as the desorption of CO.

More recently, graphitic carbon nitride; a new class of 2D conjugated polymers, has gained immense attention as a single-atom substrate due to its unique structure and high surface-area substrate containing “cavities” that can trap catalytically active metal atoms in an isolated form [201, 202, 203]. In addition, graphitic carbon nitride (g-C3N4) is a promising support to anchor single metal atoms [204] because g-C3N4 possesses more specific N species and larger N-coordinating cavities as compared with N-doped graphene and can provide more abundant and uniform nitrogen coordinators in which theoretical studies of g-C3N4-supported single Pt or Pd atoms [205] found that the exsistance of significant charge transfer between metal atoms and neighboring pyridinic nitrogen atoms for both Pd/g-C3N4 and Pt/g-C3N4, indicating strong interactions between the lone pair electrons of neighboring pyridinic nitrogen atoms and isolated metal atoms. Researchers have also proposed that single metal atoms can be stabilized through anchoring into the center of the sixfold cavity of g-C3N4 [126, 205] in which the metal atoms were believed to move to a corner of the sixfold cavity in g-C3N4 once reactant/intermediates were adsorbed during reactions [205]. Alternatively, Wu et al. [19] proposed a different stable structure involving Pt atoms located on the top of the five-membered rings of a C3N4 network. In addition, Yao et al. [206] stated that atomically dispersed Co atoms can successfully be grafted by covalently forming a Co-N4 structure on g-C3N4 nanosheets through ALD and Qiao et al. [207] reported that isolated single Co atoms can be atomically anchored into g-C3N4 matrixes through the formation of Co–N2 coordination moieties after thorough XANES analysis and DFT computation.

6.2 Strategies to Enhance the Interactions Between Single Atoms and Supports

The manipulation of interactions between metal atoms and different supports to achieve high stability in single-atom catalysis is vital, and researchers have proposed several strategies to enhance the interactions between metal atoms and supports to stabilize single atoms and design robust SACs for practical application. For example, several recent studies have reported that noble metal SACs (Pt and Au) for WGS reactions can be stabilized through the use of alkali metals (Na, K and Li) as promoters (Fig. 16a) [208, 209, 210] in which alkali promotion can be understood as a means of stabilizing and providing oxygen containing (OH) species to metal atoms and that the role of alkali metals is not simply to create OH sites in close contact with dispersed metal through the modification of support properties. In addition, single noble metal atoms can be stabilized by alkali metals through interactions and the formation of several structures [124, 125, 208], including alkali atoms linked to noble metal atoms through −O ligands, −O ligands bound directly to central noble metal atoms and OH groups primarily bound on alkali metal sites that surround noble metal atoms (Fig. 16b). And in these supported SACs stabilized by alkali metal, the active sites are noble metal-O(OH)x-species instead of the single noble metal atom itself in which noble metal-O(OH)x-species stabilized by alkali metals can demonstrate high stability for WGS reactions. For example, Zhai et al. [208] reported that single-site active Pt–O(OH)x–(Na or K)y species on silica and alumina were activate at low temperatures (~ 100 °C) for WGS reactions and were stable in temperatures exceeding 300 °C for many hours (Fig. 16c, d) [208]. In another example, Yang et al. [124] reported that good stability was found for alkali ion (sodium or potassium) stabilized Au atoms on KLTL-zeolite and mesoporous MCM-41 silica for WGS up to 200 °C.
Fig. 16

a HADDF-STEM image of Na-containing Pt catalysts. b Bader charge of Pt in PtK6Ox(OH)y cluster sites. c WGS profiles (steady-state data) measured over the 1Pt–3Na–SiO2 sample in the 2% CO–10% H2O–He gas mixture, contact time of 0.09 g s cm−3. d Arrhenius-type plot of reaction rates of Na-free and Na-containing samples in a simulated reformate gas mixture. a, d Adapted with permission from Ref. [125]. Copyright 2015, American Chemical Society. b, c Adapted with permission from Ref. [208]. Copyright 2010, American Association for the Advancement of Science

7 Conclusion and Perspectives

Single-atom catalysts can exhibit fascinating characteristics such as high activity, selectivity and optimal atomic utilization due to a low-coordination status, the quantum size effect and SMSIs. As a result, single-atom catalysis has been proven to be a powerful and effective solution in many typical heterogeneous catalytic reactions, including electrochemical reactions, water–gas shift reactions, hydrogenation reactions, etc. [211, 212, 213, 214, 215, 216, 217] and in particular, SACs obtained through scalable synthesis methods have potential industrial applications. In addition, SACs have established a bridge to link homogeneous and heterogeneous catalysis by providing single active sites on solid surfaces.

Overall, SACs possess considerable promise in industrial applications. And to meet the stringent requirements for industry, the following future research efforts are proposed:
  1. 1.

    Support materials SAC supports play an important role in the performance of atomically dispersed metal catalysts because single metal atoms can strongly bond to support surface atoms through bonding between metal atoms and support surfaces. In addition, the choice of supports and corresponding properties are important for the design of novel SACs because different supports can provide different anchoring sites to stabilize single metal atoms and provide different activities [218, 219, 220, 221, 222]. Furthermore, not only can supports stabilize single metal atoms, they can also actively participate in catalytic reactions. For example, both TiC and TiN supports can stabilize single Pt atoms and corresponding catalysts show significantly different catalytic activity, product selectivity and stability for electrochemical H2O2 production due to differences in the oxygen adsorption energies of TiC and TiN [223]. Moreover, to achieve high loading of single metal atoms on supports, high surface area and robust supports with large numbers of anchor sites are needed in which anchor sites on support materials can determine the active and stability of metal SACs. Support surfaces with different functional groups or defects can also form different SAC structures, which can not only affect the stability of SACs but will also affect the activity and selectivity. For example, Shibata et al. [72] identified five anchoring sites for Pt atoms on TiO2 (110) surfaces using AC-STEM and found that the most favorable Pt adsorption sites were on the vacancy sites of basal oxygen atoms located in the subsurface positions. More recently, Liu et al. [224] found that Pt atoms preferred to occupy Fe cation positions with low Pt loading, whereas Pt atoms preferred to occupy both Fe positions and O positions on Fe2O3 surfaces with high metal loading. Despite these results, more work is needed to identify preferential support sites for metal anchoring and to understand how SAC precursors react with support surfaces and how these atoms incorporate themselves into anchor sites. Overall, the understanding of these key features will allow for the improved design of novel supports for stable, high-loading SACs for practical applications.

  2. 2.
    Synthesis methods economically scalable synthesis methods are essential for the large-scale application of SACs in industry. And although many synthesis methods have been presented in this review to prepare SACs, it is difficult for these methods to produce high-loading SACs on a scale beyond laboratory settings. Furthermore, almost all studies currently reported are focused on SACs with only one element and the synthesis of bimetallic dimer structures remains challenging. However, researchers predict that the properties of SACs can be further promoted through the rational design of bimetallic dimers due to synergistic effects between different elements. For example, Zhao et al. [225] recently developed a competitive complexation strategy to construct a novel electrocatalyst with Zn–Co atomic dimers coordinated on N-doped carbon support (Fig. 17) in which due to similar coordination abilities, a Zn–Co dimer structure can be synthesized after pyrolysis. As a result, the as-prepared dimer structure exhibited outstanding ORR performances in both alkaline and acidic conditions. Such methods can allow for the flexible implementation of alternative SACs such as multi-element dimers, which can also offer promising implementation in industry. Moreover, the direct conversion of bulk metal to SACs is another promising synthesis strategy. For example, Li et al. [226] developed a simple strategy to synthesize atomically dispersed Pt from bulk Pt metal using a thermal emitting method and reported that the resulting Pt SAC showed superior performances for HER and the oxidation of various organo-silanes. Overall, synthesis methods must not only provide strong performance results but must also be cost effective and scalable for the broader adoption of SACs.
    Fig. 17

    a Schematic of the formation of Zn–Co dimers. bd AC-HAADF-STEM images and statistical Zn–Co distances of Zn–Co dimer catalysts. Adapted with permission from Ref. [213]. Copyright 2019, Wiley-VCH

  3. 3.

    Stability a major challenge to the broad application of SACs is their stabilization under realistic working conditions. Here, the true structures of the active sites of SACs must be identified and understood because they can hinder the fundamental understanding of these catalysts and the design of novel ones. The identification and investigation of SACs require advanced atomic-resolution characterization techniques; primarily in real working conditions, and theoretical calculations. For example, atomic-scale information on the diffusion of single atoms on supports and the evolution of SAC structures during reactions is extremely useful to establish sintering mechanisms of SACs. Overall, the enhancement or tuning of interactions between metals and supports is vital in the stabilization of single metal atoms and the increase in activity and selectivity as well as the development of high-loading SACs. In addition, the understanding of the correlation between single-atom coordination structures, degree of metal–support interactions and support properties is also important to the stabilization of SACs. Here, a deep understanding of both sintering mechanisms and active mechanisms for single metal atoms under working conditions can provide insights into the design of high-performance catalytic systems and provide useful criteria for the design of industrial catalysts.

  4. 4.

    Characterization methods advanced characterization methods such as HAADF-STEM, STM, XAS spectroscopy and IR spectroscopy are essential to develop highly active and stable SACs. And although significant improvements in the understanding of catalytic mechanisms of SACs have been made, these are mainly based on ex situ characterization techniques such as HAADF-STEM and XAS as well as theoretical calculations conducted primarily on idealized systems. Alternatively, in situ characterization techniques can not only provide direct images of supported single atoms to reveal the location of single-atom anchored supports and the interfaces of single atoms and supports, but more importantly, will also help in the understanding of stabilization mechanisms and reveal the behaviors of single atoms for different reactions. Based on this, the development of in situ/operando characterization methods to observe SACs under “real” reaction conditions is vital for the development of SACs for industrial applications.




This work was supported by the Natural Sciences and Engineering Research Council of Canada (NSERC), the Canada Research Chair (CRC) Program, the Canada Foundation for Innovation (CFI) and the University of Western Ontario.

Compliance with Ethical Standards

Conflict of interest

The authors declare that they have no conflict of interest.


  1. 1.
    Stratakis, M., Garcia, H.: Catalysis by supported gold nanoparticles: beyond aerobic oxidative processes. Chem. Rev. 112, 4469–4506 (2012)PubMedGoogle Scholar
  2. 2.
    Yu, W., Porosoff, M.D., Chen, J.G.: Review of Pt-based bimetallic catalysis: from model surfaces to supported catalysts. Chem. Rev. 112, 5780–5817 (2012)PubMedGoogle Scholar
  3. 3.
    Wang, Y.J., Zhao, N., Fang, B., et al.: Carbon-supported Pt-based alloy electrocatalysts for the oxygen reduction reaction in polymer electrolyte membrane fuel cells: particle size, shape, and composition manipulation and their impact to activity. Chem. Rev. 115, 3433–3467 (2015)PubMedGoogle Scholar
  4. 4.
    Chen, M.S., Goodman, D.W.: The structure of catalytically active gold on titania. Science 306, 252–255 (2004)PubMedGoogle Scholar
  5. 5.
    Herzing, A.A., Kiely, C.J., Carley, A.F., et al.: Identification of active gold nanoclusters on iron oxide supports for CO oxidation. Science 321, 1331–1335 (2008)PubMedGoogle Scholar
  6. 6.
    Turner, M., Golovko, V.B., Vaughan, O.P., et al.: Selective oxidation with dioxygen by gold nanoparticle catalysts derived from 55-atom clusters. Nature 454, 981–983 (2008)PubMedGoogle Scholar
  7. 7.
    Tyo, E.C., Vajda, S.: Catalysis by clusters with precise numbers of atoms. Nat. Nanotechnol. 10, 577–588 (2015)PubMedGoogle Scholar
  8. 8.
    Liang, S., Hao, C., Shi, Y.: The power of single-atom catalysis. ChemCatChem 7, 2559–2567 (2015)Google Scholar
  9. 9.
    Yang, X., Wang, A., Qiao, B., et al.: Single-atom catalysts: a new frontier in heterogeneous catalysis. Acc. Chem. Res. 46, 1740–1748 (2013)PubMedGoogle Scholar
  10. 10.
    Liu, J.: Catalysis by supported metal single atoms. ACS Catal. 7, 34–59 (2017)Google Scholar
  11. 11.
    Qiao, B., Wang, A., Yang, X., et al.: Single-atom catalysis of CO oxidation using Pt1/FeOx. Nat. Chem. 3, 634–641 (2011)PubMedGoogle Scholar
  12. 12.
    Zhu, C., Fu, S., Shi, Q., et al.: Single-atom electrocatalysts. Angew. Chem. Int. Ed. 56, 13944–13960 (2017)Google Scholar
  13. 13.
    Zhang, H., Liu, G., Shi, L., et al.: Single-atom catalysts: emerging multifunctional materials in heterogeneous catalysis. Adv. Energy Mater. 8, 1701343 (2018)Google Scholar
  14. 14.
    Flytzani-Stephanopoulos, M., Gates, B.C.: Atomically dispersed supported metal catalysts. Annu. Rev. Chem. Biomol. Eng. 3, 545–574 (2012)PubMedGoogle Scholar
  15. 15.
    Corma, A., et al.: Exceptional oxidation activity with size-controlled supported gold clusters of low atomicity. Nat. Chem. 5, 775–781 (2013)PubMedGoogle Scholar
  16. 16.
    Moliner, M., Concepción, P., Boronat, M., et al.: Reversible transformation of Pt nanoparticles into single atoms inside high-silica chabazite zeolite. J. Am. Chem. Soc. 138, 15743–15750 (2016)PubMedGoogle Scholar
  17. 17.
    Peterson, E.J., DeLaRiva, A.T., Lin, S., et al.: Low-temperature carbon monoxide oxidation catalysed by regenerable atomically dispersed palladium on alumina. Nat. Commun. 5, 4885 (2014)PubMedGoogle Scholar
  18. 18.
    Wang, X., Cheng, X., Thomas, A., et al.: Metal-containing carbon nitride compounds: a new functional organic-metal hybrid material. Adv. Mater. 21, 1609–1612 (2009)Google Scholar
  19. 19.
    Li, X., et al.: Single-atom Pt as Co-catalyst for enhanced photocatalytic H2 evolution. Adv. Mater. 28, 2427–2431 (2016)PubMedGoogle Scholar
  20. 20.
    Yang, S., Bi, W., Zhang, L., et al.: Single-atom catalyst of platinum supported on titanium nitride for selective electrochemical reactions. Angew. Chem. Int. Ed. 55, 2058–2062 (2016)Google Scholar
  21. 21.
    Schwarz, J.A., Contescu, C., Contescu, A.: Methods for preparation of catalytic materials. Chem. Rev. 95, 477–510 (1995)Google Scholar
  22. 22.
    Choi, C.H., Kim, M., Kwon, H.C., et al.: Tuning selectivity of electrochemical reactions by atomically dispersed platinum catalyst. Nat. Commun. 7, 10922 (2016)PubMedPubMedCentralGoogle Scholar
  23. 23.
    Ahn, T., Kim, J.H., Yang, H.M., et al.: Formation pathways of magnetite nanoparticles by coprecipitation method. J. Phys. Chem. C 116, 6069–6076 (2012)Google Scholar
  24. 24.
    Laurent, S., Forge, D., Port, M., et al.: Magnetic iron oxide nanoparticles: synthesis, stabilization, vectorization, physicochemical characterizations, and biological applications. Chem. Rev. 108, 2064–2110 (2008)PubMedGoogle Scholar
  25. 25.
    Lu, A.H., Salabas, E.L., Schuth, F.: Magnetic nanoparticles: synthesis, protection, functionalization, and application. Angew. Chem. Int. Ed. 46, 1222–1244 (2007)Google Scholar
  26. 26.
    Shi, Y., Zhao, C., Wei, H., et al.: Single-atom catalysis in mesoporous photovoltaics: the principle of utility maximization. Adv. Mater. 26, 8147–8153 (2014)PubMedGoogle Scholar
  27. 27.
    Lin, J., Wang, A., Qiao, B., et al.: Remarkable performance of Ir1/FeOx single-atom catalyst in water gas shift reaction. J. Am. Chem. Soc. 135, 15314–15317 (2013)PubMedGoogle Scholar
  28. 28.
    Lin, J., Qiao, B., Liu, J., et al.: Design of a highly active Ir/Fe(OH)x catalyst: versatile application of Pt-group metals for the preferential oxidation of carbon monoxide. Angew. Chem. Int. Ed. 51, 2920–2924 (2012)Google Scholar
  29. 29.
    Liang, J.X., Lin, J., Yang, X.F., et al.: Theoretical and experimental investigations on single-atom catalysis: Ir1/FeOx for CO oxidation. J. Phys. Chem. C 118, 21945–21951 (2014)Google Scholar
  30. 30.
    Lin, J., Qiao, B., Li, N., et al.: Little do more: a highly effective Pt1/FeOx single-atom catalyst for the reduction of NO by H2. Chem. Comm. 51, 7911–7914 (2015)PubMedGoogle Scholar
  31. 31.
    Wei, H.S., Liu, X., Wang, A., et al.: FeOx-supported platinum single-atom and pseudo-single-atom catalysts for chemoselective hydrogenation of functionalized nitroarenes. Nat. Commun. 5, 5634 (2014)PubMedGoogle Scholar
  32. 32.
    George, S.M.: Atomic layer deposition: an overview. Chem. Rev. 110, 111–131 (2010)PubMedGoogle Scholar
  33. 33.
    Liu, J., Sun, X.: Elegant design of electrode and electrode/electrolyte interface in lithium-ion batteries by atomic layer deposition. Nanotechnology 26, 024001 (2015)PubMedGoogle Scholar
  34. 34.
    O’Neill, B.J., Jackson, D.H.K., Lee, J., et al.: Catalyst design with atomic layer deposition. ACS Catal. 5, 1804–1825 (2015)Google Scholar
  35. 35.
    Hamalainen, J., Ritala, M., Leskela, M.: Atomic layer deposition of noble metals and their oxides. Chem. Mater. 26, 786–801 (2014)Google Scholar
  36. 36.
    Lu, J.L., Elam, J.W., Stair, P.C.: Synthesis and stabilization of supported metal catalysts by atomic layer deposition. Acc. Chem. Res. 46, 1806–1815 (2013)PubMedGoogle Scholar
  37. 37.
    Cheng, N., Shao, Y., Liu, J., et al.: Electrocatalysts by atomic layer deposition for fuel cell applications. Nano Energy 29, 220–242 (2016)Google Scholar
  38. 38.
    Sun, S.H., Zhang, G., Gauquelin, N., et al.: Single-atom catalysis using Pt/graphene achieved through atomic layer deposition. Sci. Rep. 3, 1775 (2013)PubMedCentralGoogle Scholar
  39. 39.
    Yan, H., Li, Y., Wu, H., et al.: Bottom-up precise synthesis of stable platinum dimers on graphene. Nat. Commun. 8, 1070 (2017)PubMedPubMedCentralGoogle Scholar
  40. 40.
    Yan, H., Cheng, H., Yi, H., et al.: Single-atom Pd1/graphene catalyst achieved by atomic layer deposition: remarkable performance in selective hydrogenation of 1,3-butadiene. J. Am. Chem. Soc. 137, 10484–10487 (2015)PubMedGoogle Scholar
  41. 41.
    Setthapun, W., Williams, W.D., Kim, S.M., et al.: Genesis and evolution of surface species during Pt atomic layer deposition on oxide supports characterized by in situ XAFS analysis and water-gas shift reaction. J. Phys. Chem. C 114, 9758–9771 (2010)Google Scholar
  42. 42.
    Gould, T.D., Lubers, A.M., Corpuz, A.R., et al.: Controlling nanoscale properties of supported platinum catalysts through atomic layer deposition. ACS Catal. 5, 1344–1352 (2015)Google Scholar
  43. 43.
    Stambula, S., Gauquelin, N., Bugnet, M., et al.: Chemical structure of nitrogen-doped graphene with single platinum atoms and atomic clusters as a platform for the PEMFC electrode. J. Phys. Chem. C 118, 3890–3900 (2014)Google Scholar
  44. 44.
    Liu, P., Zhao, Y., Qin, R., et al.: Photochemical route for synthesizing atomically dispersed palladium catalysts. Science 352, 797–800 (2016)PubMedGoogle Scholar
  45. 45.
    Li, H., Wang, L., Dai, Y., et al.: Synergetic interaction between neighbouring platinum monomers in CO2 hydrogenation. Nat. Nanotechnol. 13, 411–417 (2018)PubMedGoogle Scholar
  46. 46.
    Lu, J., Aydin, C., Browning, N.D., et al.: Imaging isolated gold atom catalytic sites in zeolite NaY. Angew. Chem. Int. Ed. 51, 5842–5846 (2012)Google Scholar
  47. 47.
    Kistler, J.D., Chotigkrai, N., Xu, P., et al.: A single-site platinum CO oxidation catalyst in zeolite KLTL: microscopic and spectroscopic determination of the locations of the platinum atoms. Angew. Chem. Int. Ed. 53, 8904–8907 (2014)Google Scholar
  48. 48.
    He, T., Chen, S., Ni, B., et al.: Zirconium–porphyrin-based metal-organic framework hollow nanotubes for immobilization of noble-metal single atoms. Angew. Chem. Int. Ed. 57, 3493–3498 (2018)Google Scholar
  49. 49.
    Wang, X., Chen, W., Zhang, L., et al.: Uncoordinated amine groups of metal-organic frameworks to anchor single Ru sites as chemoselective catalysts toward the hydrogenation of quinoline. J. Am. Chem. Soc. 139, 9419–9422 (2017)PubMedGoogle Scholar
  50. 50.
    Zhang, H., Wei, J., Dong, J., et al.: Efficient visible-light-driven carbon dioxide reduction by a single-atom implanted metal-organic framework. Angew. Chem. Int. Ed. 7, 14310–14314 (2016)Google Scholar
  51. 51.
    Chen, Y., Ji, S., Chen, C., et al.: Single-atom catalysts: synthetic strategies and electrochemical applications. Joule 2, 1242–1264 (2018)Google Scholar
  52. 52.
    Kamiya, K., Kamai, R., Hashimoto, K., et al.: Platinum-modified covalent triazine frameworks hybridized with carbon nanoparticles as methanol-tolerant oxygen reduction electrocatalysts. Nat. Commun. 5, 5040 (2014)PubMedPubMedCentralGoogle Scholar
  53. 53.
    Zhang, W., Jiang, P., Wang, Y., et al.: Bottom-up approach to engineer a molybdenum-doped covalent-organic framework catalyst for selective oxidation reaction. RSC Adv. 4, 51544–51547 (2014)Google Scholar
  54. 54.
    Yin, P., Yao, T., Wu, Y., et al.: Single cobalt atoms with precise N-coordination as superior oxygen reduction reaction catalysts. Angew. Chem. Int. Ed. 55, 10800–10805 (2016)Google Scholar
  55. 55.
    Wang, X., Chen, Z., Zhao, X., et al.: Regulation of coordination number over single Co sites: triggering the efficient electroreduction of CO2. Angew. Chem. Int. Ed. 57, 1944–1948 (2018)Google Scholar
  56. 56.
    Chen, Y., Ji, S., Wang, Y., et al.: Isolated single iron atoms anchored on N-doped porous carbon as an efficient electrocatalyst for the oxygen reduction reaction. Angew. Chem. Int. Ed. 56, 3941–6937 (2017)Google Scholar
  57. 57.
    Zhao, C., Dai, X., Yao, T., et al.: Ionic exchange of metal-organic frameworks to access single nickel sites for efficient electroreduction of CO2. J. Am. Chem. Soc. 139, 8078–8081 (2017)PubMedGoogle Scholar
  58. 58.
    Ji, S., Chen, Y., Fu, Q., et al.: Confined pyrolysis within metal-organic frameworks to form uniform Ru3 clusters for efficient oxidation of alcohols. J. Am. Chem. Soc. 139, 9795–9798 (2017)PubMedGoogle Scholar
  59. 59.
    Wei, S., Li, A., Liu, J.C., et al.: Direct observation of noble metal nanoparticles transforming to thermally stable single atoms. Nat. Nanotechnol. 13, 856–861 (2018)PubMedGoogle Scholar
  60. 60.
    Yang, J., Qiu, Z., Zhao, C., et al.: In situ thermal atomization to convert supported nickel nanoparticles into surface-bound nickel single-atom catalysts. Angew. Chem. Int. Ed. 57, 14095–14100 (2018)Google Scholar
  61. 61.
    Varela, M., Findlay, S.D., Lupini, A.R., et al.: Spectroscopic imaging of single atoms within a bulk solid. Phys. Rev. Lett. 92, 095502 (2004)PubMedGoogle Scholar
  62. 62.
    Pennycook, S.J., Chisholm, M.F., Lupini, A.R., et al.: Aberration-corrected scanning transmission electron microscopy: from atomic imaging and analysis to solving energy problems. Philos. Trans. Royal Soc. A367, 3709–3733 (2009)Google Scholar
  63. 63.
    Allard, L.F., Flytzani-Stephanopoulos, M., Overbury, S.H.: Behavior of Au species in Au/Fe2O3 catalysts characterized by novel in situ heating techniques and aberration-corrected STEM imaging. Microsc. Microanal. 16, 375–385 (2010)PubMedGoogle Scholar
  64. 64.
    Zhu, Y., Inada, H., Nakamura, K., et al.: Imaging single atoms using secondary electrons with an aberration-corrected electron microscope. Nat. Mater. 8, 808–812 (2009)PubMedGoogle Scholar
  65. 65.
    Nellist, D., Pennycookm, S.J.: Direct imaging of the atomic configuration of ultradispersed catalysts. Science 274, 413–415 (1996)Google Scholar
  66. 66.
    Fultz, B., Howe, J.: High-Resolution STEM and Related Imaging Techniques. Springer, Berlin (2013)Google Scholar
  67. 67.
    Wang, H.T., Li, K., Cheng, Y., et al.: Interaction between single gold atom and the graphene edge: a study via aberration-corrected transmission electron microscopy. Nanoscale 4, 2920–2925 (2012)PubMedGoogle Scholar
  68. 68.
    Robertson, A.W., Montanari, B., He, K., et al.: Dynamics of single Fe atoms in graphene vacancies. Nano Lett. 13, 1468–1475 (2013)PubMedGoogle Scholar
  69. 69.
    Zhao, J., Deng, Q., Avdoshenko, S.M., et al.: Direct in situ observations of single Fe atom catalytic processes and anomalous diffusion at graphene edges. Proc. Natl. Acad. Sci. U.S.A. 111, 15641–15646 (2014)PubMedPubMedCentralGoogle Scholar
  70. 70.
    Bradley, S.A., Sinkler, W., Blom, D.A., et al.: Behavior of Pt atoms on oxide supports during reduction treatments at elevated temperatures, characterized by aberration corrected stem imaging. Catal. Lett. 142, 176–182 (2012)Google Scholar
  71. 71.
    Pennycook, S.J.: Structure determination through Z-contrast microscopy. Adv. Imag. Elect. Phys. 123, 173–206 (2002)Google Scholar
  72. 72.
    Chang, T.Y., Tanaka, Y., Ishikawa, R., et al.: Direct imaging of Pt single atoms adsorbed on TiO2 (110) surfaces. Nano Lett. 14, 134–138 (2014)PubMedGoogle Scholar
  73. 73.
    Qiu, H.J., Ito, Y., Cong, W., et al.: Nanoporous graphene with single-atom nickel dopants: an efficient and stable catalyst for electrochemical hydrogen production. Angew. Chem. Int. Ed. 54, 14031–14035 (2015)Google Scholar
  74. 74.
    Deng, D., Chen, X., Yu, L., et al.: A single iron site confined in a graphene matrix for the catalytic oxidation of benzene at room temperature. Sci. Adv. 1, e1500462 (2015)PubMedPubMedCentralGoogle Scholar
  75. 75.
    Chang, H., Saito, M., Nagai, T., et al.: Single adatom dynamics at monatomic steps of free-standing few-layer reduced graphene. Sci. Rep. 4, 6037 (2014)PubMedPubMedCentralGoogle Scholar
  76. 76.
    Muller, D.A.: Structure and bonding at the atomic scale by scanning transmission electron microscopy. Nat. Mater. 8, 263–270 (2009)PubMedGoogle Scholar
  77. 77.
    Krivanek, O.L., Chisholm, M.F., Nicolosi, V., et al.: Atom-by-atom structural and chemical analysis by annular dark-field electron microscopy. Nature 464, 571–574 (2010)PubMedGoogle Scholar
  78. 78.
    Krivanek, O.L., Zhou, W., Chisholm, M.F., et al.: Gentle STEM of single atoms: low keV imaging and analysis at ultimate detection limits. Wiley, Hoboken (2012)Google Scholar
  79. 79.
    Narula, C.K., Moses-DeBusk, M.: Catalysis by materials with well-defined structures. Elsevier, Amsterdam (2015)Google Scholar
  80. 80.
    Banis, M.N., Sun, S., Meng, X., et al.: TiSi2Ox coated N-doped carbon nanotubes as Pt catalyst support for the oxygen reduction reaction in PEMFCs. J. Phys. Chem. C 117, 15457–15467 (2013)Google Scholar
  81. 81.
    Ho, V.T.T., Pan, C.J., Rick, J., et al.: Nanostructured Ti0.7Mo0.3O2 support enhances electron transfer to Pt: high-performance catalyst for oxygen reduction reaction. J. Am. Chem. Soc. 133, 11716–11724 (2011)PubMedGoogle Scholar
  82. 82.
    Wang, L., Zhang, S., Zhu, Y., et al.: Catalysis and in situ studies of Rh1/Co3O4 nanorods in reduction of NO with H2. ACS Catal. 3, 1011–1019 (2013)Google Scholar
  83. 83.
    Ternes, M., Heinrich, A.J., Schneider, W.D.: Spectroscopic manifestations of the Kondo effect on single adatoms. J. Phys.-Condens. Mat. 21, 053001 (2009)Google Scholar
  84. 84.
    Wiesendanger, R.: Single-atom magnetometry. Curr. Opin. Solid St. M. 15, 1–7 (2011)Google Scholar
  85. 85.
    Yang, F., Goodman, D.W.: Scanning tunneling microscopy in surface science. Wiley-VCH Verlag GmbH & Co. KGaA, Weinheim (2010)Google Scholar
  86. 86.
    Krenner, W., Klappenberger, F., Kühne, D., et al.: Positioning of single Co atoms steered by a self-assembled organic molecular template. J. Phys. Chem. Lett. 2, 1639–1645 (2011)Google Scholar
  87. 87.
    Zhou, X., Yang, W., Chen, Q., et al.: Stable Pt single atoms and nanoclusters on ultrathin CuO film and their performances in CO oxidation. J. Phys. Chem. C 120, 1709–1715 (2016)Google Scholar
  88. 88.
    Lucci, F.R., Liu, J., Marcinkowski, M.D., et al.: Selective hydrogenation of 1,3-butadiene on platinum–copper alloys at the single-atom limit. Nat. Commun. 6, 8550 (2015)PubMedPubMedCentralGoogle Scholar
  89. 89.
    Lucci, F.R., Darby, M.T., Mattera, M.F.G., et al.: Controlling hydrogen activation, spillover, and desorption with Pd–Au single-atom alloys. J. Phys. Chem. Lett. 7, 480–485 (2016)PubMedGoogle Scholar
  90. 90.
    Liu, J., Lucci, F.R., Yang, M., et al.: Tackling CO poisoning with single-atom alloy catalysts. J. Am. Chem. Soc. 138, 6396–6399 (2016)PubMedGoogle Scholar
  91. 91.
    Asokan, C., DeRita, L., Christopher, P.: Using probe molecule FTIR spectroscopy to identify and characterize Pt-group metal based single atom catalysts. Chinese J. Catal. 38, 1473–1480 (2017)Google Scholar
  92. 92.
    DeRita, L., Dai, L., Lopez-Zepeda, K., et al.: Catalyst architecture for stable single atom dispersion enables site-specific spectroscopic and reactivity measurements of CO adsorbed to Pt atoms, oxidized Pt clusters, and metallic Pt clusters on TiO2. J. Am. Chem. Soc. 139, 14150–14165 (2017)PubMedGoogle Scholar
  93. 93.
    Yang, D., Xu, P., Browning, N.D., et al.: Tracking Rh atoms in zeolite HY: first steps of metal cluster formation and influence of metal nuclearity on catalysis of ethylene hydrogenation and ethylene dimerization. J. Phys. Chem. Lett. 7, 2537–2543 (2016)PubMedGoogle Scholar
  94. 94.
    Ding, K., Gulec, A., Johnson, A.M., et al.: Identification of active sites in CO oxidation and water-gas shift over supported Pt catalysts. Science 350, 189–192 (2015)PubMedGoogle Scholar
  95. 95.
    Matsubu, J.C., Yang, V.N., Christopher, P.: Isolated metal active site concentration and stability control catalytic CO2 reduction selectivity. J. Am. Chem. Soc. 137, 3076–3084 (2015)PubMedGoogle Scholar
  96. 96.
    Hoffman, A.S., Fang, C.Y., Gates, B.C.: Homogeneity of surface sites in supported single-site metal catalysts: assessment with band widths of metal carbonyl infrared spectra. J. Phys. Chem. Lett. 7, 3854–3860 (2016)PubMedGoogle Scholar
  97. 97.
    Moses-DeBusk, M., Yoon, M., Allard, L.F., et al.: CO oxidation on supported single Pt atoms: experimental and ab initio density functional studies of CO interaction with Pt atom on theta-Al2O3(010) surface. J. Am. Chem. Soc. 135, 12634–12645 (2013)PubMedGoogle Scholar
  98. 98.
    Liang, J.X., Yang, X.F., Wang, A., et al.: Theoretical investigations of non-noble metal single-atom catalysis: Ni1/FeOx for CO oxidation. Catal. Sci. Technol. 6, 6886–6892 (2016)Google Scholar
  99. 99.
    Li, F., Li, Y., Zeng, X.C., et al.: Exploration of high-performance single-atom catalysts on support M1/FeOx for CO oxidation via computational study. ACS Catal. 5, 544–552 (2015)Google Scholar
  100. 100.
    Choi, W.I., Wood, B.C., Schwegler, E., et al.: Combinatorial search for high-activity hydrogen catalysts based on transition-metal-embedded graphitic carbons. Adv. Energy Mater. 5, 1501423 (2015)Google Scholar
  101. 101.
    Cheng, N.C., et al.: Atomic scale enhancement of metal-support interactions between Pt and ZrC for highly stable electrocatalysts. Energy Environ. Sci. 8, 1450–1455 (2015)Google Scholar
  102. 102.
    Cheng, N., Banis, M.N., Liu, J., et al.: Extremely stable platinum nanoparticles encapsulated in a zirconia nanocage by area-selective atomic layer deposition for the oxygen reduction reaction. Adv. Mater. 27, 277–281 (2015)PubMedGoogle Scholar
  103. 103.
    Liu, J., Jiao, M., Lu, L., et al.: High performance platinum single atom electrocatalyst for oxygen reduction reaction. Nat. Comm. 8, 15938 (2017)Google Scholar
  104. 104.
    Zhang, X., Guo, J., Guan, P., et al.: Catalytically active single-atom niobium in graphitic layers. Nat. Commun. 4, 1924 (2013)PubMedGoogle Scholar
  105. 105.
    Wang, J., Huang, Z., Liu, W., et al.: Design of N-coordinated dual-metal sites: a stable and active Pt-free catalyst for acidic oxygen reduction reaction. J. Am. Chem. Soc. 139, 17281–17284 (2017)PubMedGoogle Scholar
  106. 106.
    Li, J., Chen, M., Cullen, D.A., et al.: Atomically dispersed manganese catalysts for oxygen reduction in proton-exchange membrane fuel cells. Nat. Catal. 1, 935–945 (2018). CrossRefGoogle Scholar
  107. 107.
    Subbaraman, R., Tripkovic, D., Strmcnik, D., et al.: Enhancing hydrogen evolution activity in water splitting by tailoring Li+–Ni(OH)2–Pt interfaces. Science 334, 1256–1260 (2011)PubMedGoogle Scholar
  108. 108.
    Yin, H., Zhao, S., Zhao, K., et al.: Ultrathin platinum nanowires grown on single-layered nickel hydroxide with high hydrogen evolution activity. Nat. Commun. 6, 6430 (2015)PubMedGoogle Scholar
  109. 109.
    Cheng, N., Stambula, S., Wang, D., et al.: Pt single-atom/cluster catalysis of the hydrogen evolution reaction. Nat. Commun. 7, 13638 (2016)PubMedPubMedCentralGoogle Scholar
  110. 110.
    Zhang, L., Han, L., Liu, H., et al.: Potential-cycling synthesis of single platinum atoms for efficient hydrogen evolution in neutral media. Angew. Chem. Int. Ed. 56, 13694–13698 (2017)Google Scholar
  111. 111.
    Fei, H., Dong, J., Arellano-Jiménez, M.J., et al.: Atomic cobalt on nitrogen-doped graphene for hydrogen generation. Nat Commun 6, 8668 (2015)PubMedPubMedCentralGoogle Scholar
  112. 112.
    Stephens, I.E.L., Chorkendorff, I.: Minimizing the use of platinum in hydrogen-evolving electrodes. Angew. Chem. Int. Ed. 50, 1476–1477 (2011)Google Scholar
  113. 113.
    Zhang, L., Jia, Y., Gao, G., et al.: Graphene defects trap atomic Ni species for hydrogen and oxygen evolution reactions. Chem 4, 285–297 (2018)Google Scholar
  114. 114.
    Zhang, X., Wu, Z., Zhang, X., et al.: Highly selective and active CO2 reduction electrocatalysts based on cobalt phthalocyanine/carbon nanotube hybrid structures. Nat. Commun. 8, 14675 (2017)PubMedPubMedCentralGoogle Scholar
  115. 115.
    Yang, H.B., Hung, S.F., Liu, S., et al.: Atomically dispersed Ni(I) as the active site for electrochemical CO2 reduction. Nat. Energy 3, 140–147 (2018)Google Scholar
  116. 116.
    Yang, F., Song, P., Liu, X., et al.: Highly efficient CO2 electroreduction on ZnN4-based single-atom catalyst. Angew. Chem. Int. Ed. 57, 12303–12307 (2018)Google Scholar
  117. 117.
    Pan, F., Zhang, H., Liu, K., et al.: Unveiling active sites of CO2 reduction on nitrogen-coordinated and atomically dispersed iron and cobalt catalysts. ACS Catal. 8, 3116–3122 (2018)Google Scholar
  118. 118.
    Gai, L., Yoshida, K., Ward, M.R., et al.: Visualisation of single atom dynamics in water gas shift reaction for hydrogen generation. Catal. Sci. Technol. 6, 2214–2227 (2016)Google Scholar
  119. 119.
    Thomas, J.M., Saghi, Z., Gai, P.L.: Can a single atom serve as the active site in some heterogeneous catalysts? Top. Catal. 54, 588–594 (2011)Google Scholar
  120. 120.
    Flytzani-Stephanopoulos, M.: Gold atoms stabilized on various supports catalyze the water-gas shift reaction. Acc. Chem. Res. 47, 783–792 (2014)PubMedGoogle Scholar
  121. 121.
    Fu, Q., Saltsburg, H., Flytzani-Stephanopoulos, M.: Active nonmetallic Au and Pt species on ceria-based water-gas shift catalysts. Science 301, 935–938 (2003)PubMedGoogle Scholar
  122. 122.
    Fu, Q., Deng, W., Saltsburg, H., et al.: Activity and stability of low-content gold-cerium oxide catalysts for the water-gas shift reaction. Appl. Catal. B-Environ. 56, 57–68 (2005)Google Scholar
  123. 123.
    Yang, M., Allard, L.F., Flytzani-Stephanopoulos, M.: Atomically dispersed Au-(OH)x species bound on titania catalyze the low-temperature water-gas shift reaction. J. Am. Chem. Soc. 135, 3768–3771 (2013)PubMedGoogle Scholar
  124. 124.
    Yang, M., Li, S., Wang, Y., et al.: Catalytically active Au–O(OH)x-species stabilized by alkali ions on zeolites and mesoporous oxides. Science 346, 1498–1501 (2014)PubMedGoogle Scholar
  125. 125.
    Yang, M., Liu, J., Lee, S., et al.: A common single-site Pt(II)–O(OH)x–species stabilized by sodium on “Active” and “Inert” supports catalyzes the water-gas shift reaction. J. Am. Chem. Soc. 137, 3470–3473 (2015)PubMedGoogle Scholar
  126. 126.
    Vilé, G., Albani, D., Nachtegaal, M., et al.: A stable single-site palladium catalyst for hydrogenations. Angew. Chem. Int. Ed. 54, 11265–11269 (2015)Google Scholar
  127. 127.
    Pei, G.X., Liu, X.Y., Wang, A., et al.: Ag alloyed Pd single-atom catalysts for efficient selective hydrogenation of acetylene to ethylene in excess ethylene. ACS Catal. 5, 3717–3725 (2015)Google Scholar
  128. 128.
    Pei, G.X., Liu, X.Y., Wang, A., et al.: Promotional effect of Pd single atoms on Au nanoparticles supported on silica for the selective hydrogenation of acetylene in excess ethylene. New J. Chem. 38, 2043–2051 (2014)Google Scholar
  129. 129.
    Aich, P., Wei, H., Basan, H., et al.: Single-atom alloy Pd–Ag catalyst for selective hydrogenation of acrolein. J. Phys. Chem. C 119, 18140–18148 (2015)Google Scholar
  130. 130.
    Boucher, M.B., Zugic, B., Cladaras, G., et al.: Single atom alloy surface analogs in Pd0.18Cu15 nanoparticles for selective hydrogenation reactions. Phys. Chem. Chem. Phys. 15, 12187–12196 (2013)PubMedGoogle Scholar
  131. 131.
    Cao, X.R., Ji, Y.F., Luo, Y.: Dehydrogenation of propane to propylene by a Pd/Cu single-atom catalyst: insight from first-principles calculations. J. Phys. Chem. C 119, 1016–1023 (2015)Google Scholar
  132. 132.
    Boucher, M.B., Marcinkowski, M.D., Liriano, M.L., et al.: Molecular-scale perspective of water-catalyzed methanol dehydrogenation to formaldehyde. ACS Nano 7, 6181–6187 (2013)PubMedGoogle Scholar
  133. 133.
    Shan, J.J., Lucci, F.R., Liu, J., et al.: Water co-catalyzed selective dehydrogenation of methanol to formaldehyde and hydrogen. Surf. Sci. 650, 121–129 (2016)Google Scholar
  134. 134.
    Zhang, H.J., Kawashima, K., Okumura, M., et al.: Colloidal Au single-atom catalysts embedded on Pd nanoclusters. J. Mater. Chem. A 2, 13498–13508 (2014)Google Scholar
  135. 135.
    Cheng, X., Zhao, Y., Li, F., et al.: Catalytic mechanisms of Au11 and Au11−nPtn (n = 1–2) clusters: a DFT investigation on the oxidation of CO by O2. J. Mol. Model. 21, 1–11 (2015)Google Scholar
  136. 136.
    Yao, Y.X., Goodman, D.W.: New insights into structure–activity relationships for propane hydrogenolysis over Ni–Cu bimetallic catalysts. RSC Adv. 5, 43547–43551 (2015)Google Scholar
  137. 137.
    Zhang, L., Wang, A., Miller, J.T., et al.: Efficient and durable Au alloyed Pd single-atom catalyst for the Ullmann reaction of aryl chlorides in water. ACS Catal. 4, 1546–1553 (2014)Google Scholar
  138. 138.
    Wu, J., Shan, S., Petkov, V., et al.: Composition-structure–activity relationships for palladium-alloyed nanocatalysts in oxygen reduction reaction: an ex situ/in situ high energy X-ray diffraction study. ACS Catal. 5, 5317–5327 (2015)Google Scholar
  139. 139.
    Lucci, F.R., Marcinkowski, M.D., Lawton, T.J., et al.: H2 activation and spillover on catalytically relevant Pt–Cu single atom alloys. J. Phys. Chem. C 119, 24351–24357 (2015)Google Scholar
  140. 140.
    Pedersen, M.O., Helveg, S., Ruban, A., et al.: How a gold substrate can increase the reactivity of a Pt overlayer. Surf. Sci. 426, 395–409 (1999)Google Scholar
  141. 141.
    Ruff, M., Takehiro, N., Liu, P., et al.: Size-specific chemistry on bimetallic surfaces: a combined experimental and theoretical study. ChemPhysChem 8, 2068–2071 (2007)PubMedGoogle Scholar
  142. 142.
    Takeguchi, T., Yamanaka, T., Asakura, K., et al.: Evidence of nonelectrochemical shift reaction on a CO-tolerant high-entropy state Pt–Ru anode catalyst for reliable and efficient residential fuel cell systems. J. Am. Chem. Soc. 134, 14508–14512 (2012)PubMedGoogle Scholar
  143. 143.
    Nagahara, Y., Sugawara, S., Shinohara, K.: The impact of air contaminants on PEMFC performance and durability. J. Power Sources 182, 422–428 (2008)Google Scholar
  144. 144.
    Kyriakou, G., Boucher, M.B., Jewell, A.D., et al.: Isolated metal atom geometries as a strategy for selective heterogeneous hydrogenations. Science 335, 1209–1212 (2012)PubMedGoogle Scholar
  145. 145.
    Cao, X., Fu, Q., Luo, Y.: Catalytic activity of Pd-doped Cu nanoparticles for hydrogenation as a single-atom-alloy catalyst. Phys. Chem. Chem. Phys. 16, 8367–8375 (2014)PubMedGoogle Scholar
  146. 146.
    Wang, Z.T., Darby, M.T., Therrien, A.J., et al.: Preparation, structure, and surface chemistry of Ni–Au single atom alloys. J. Phys. Chem. C 120, 13574–13580 (2016)Google Scholar
  147. 147.
    Sun, G., Zhao, Z.J., Mu, R., et al.: Breaking the scaling relationship via thermally stable Pt/Cu single atom alloys for catalytic dehydrogenation. Nat. Commun. 9, 4454 (2018)PubMedPubMedCentralGoogle Scholar
  148. 148.
    Cargnello, M., Doan-Nguyen, V.V.T., Gordon, T.R., et al.: Control of metal nanocrystal size reveals metal–support interface role for ceria catalysts. Science 341, 771–773 (2013)PubMedGoogle Scholar
  149. 149.
    Frenkel, A.I., Cason, M.W., Elsen, A., et al.: Critical review: effects of complex interactions on structure and dynamics of supported metal catalysts. J. Vac. Sci. Technol., A 32, 020801 (2014)Google Scholar
  150. 150.
    Farmer, J.A., Campbell, C.T.: Ceria maintains smaller metal catalyst particles by strong metal–support bonding. Science 329, 933–936 (2010)PubMedGoogle Scholar
  151. 151.
    Campbell, T.: Catalyst–support interactions: electronic perturbations. Nat. Chem. 4, 597–598 (2012)PubMedGoogle Scholar
  152. 152.
    Shi, J.L.: On the synergetic catalytic effect in heterogeneous nanocomposite catalysts. Chem. Rev. 113, 2139–2181 (2013)PubMedGoogle Scholar
  153. 153.
    Tang, H.L., Wei, J., Liu, F., et al.: Strong metal–support interactions between gold nanoparticles and nonoxides. J. Am. Chem. Soc. 138, 56–59 (2016)PubMedGoogle Scholar
  154. 154.
    Kou, R., Shao, Y., Mei, D., et al.: Stabilization of electrocatalytic metal nanoparticles at metal–metal oxide–graphene triple junction points. J. Am. Chem. Soc. 133, 2541–2547 (2011)PubMedGoogle Scholar
  155. 155.
    Zhang, Z., Zhu, Y., Asakura, H., et al.: Thermally stable single atom Pt/m-Al2O3 for selective hydrogenation and CO oxidation. Nat. Commun. 8, 16100 (2017)PubMedPubMedCentralGoogle Scholar
  156. 156.
    Wieckowski, A.: Interfacial electrochemistry: theory, experiment, and applications. Marcel Dekker Inc, New York (1999)Google Scholar
  157. 157.
    Qiao, B., Liang, J.X., Wang, A., et al.: Ultrastable single-atom gold catalysts with strong covalent metal-support interaction (CMSI). Nano Res. 8, 2913–2924 (2015)Google Scholar
  158. 158.
    Jones, J., Xiong, H., DeLaRiva, A.T., et al.: Thermally stable single-atom platinum-on-ceria catalysts via atom trapping. Science 353, 150–154 (2016)PubMedGoogle Scholar
  159. 159.
    Qiao, B., Liu, J., Wang, Y.G., et al.: Highly efficient catalysis of preferential oxidation of CO in H2-rich stream by gold single-atom catalysts. ACS Catal. 5, 6249–6254 (2015)Google Scholar
  160. 160.
    Wang, C., Gu, X.K., Yan, H., et al.: Water-mediated Mars–Van Krevelen mechanism for CO oxidation on ceria-supported single-atom Pt1 catalyst. ACS Catal. 7, 887–891 (2017)Google Scholar
  161. 161.
    Bruix, A., Lykhach, Y., Matolínová, I., et al.: Maximum noble-metal efficiency in catalytic materials: atomically dispersed surface platinum. Angew. Chem. Int. Ed. 53, 10525–10530 (2014)Google Scholar
  162. 162.
    Aleksandrov, H.A., Neyman, K.M., Vayssilov, G.N.: The structure and stability of reduced and oxidized mononuclear platinum species on nanostructured ceria from density functional modeling. Phys. Chem. Chem. Phys. 17, 14551–14560 (2015)PubMedGoogle Scholar
  163. 163.
    Pan, Y., Nilius, N., Stiehler, C., et al.: Ceria nanocrystals exposing wide (100) facets: structure and polarity compensation. Adv. Mater. Interfaces 1, 1400404 (2014)Google Scholar
  164. 164.
    Kozlov, S.M., Viñes, F., Nilius, N., et al.: Absolute surface step energies: accurate theoretical methods applied to ceria nanoislands. J. Phys. Chem. Lett. 3, 1956–1961 (2012)Google Scholar
  165. 165.
    Gu, X.K., Qiao, B., Huang, C.Q., et al.: Supported single Pt1/Au1 atoms for methanol steam reforming. ACS Catal. 4, 3886–3890 (2014)Google Scholar
  166. 166.
    Wan, J., Chen, W., Jia, C., et al.: Defect effects on TiO2 nanosheets: stabilizing single atomic site Au and promoting catalytic properties. Adv. Mater. 30, 1705369 (2018)Google Scholar
  167. 167.
    Mellor, A., Humphrey, D., Yim, C.M., et al.: Direct visualization of Au atoms bound to TiO2(110) O-vacancies. J. Phys. Chem. C 121, 24721–24725 (2017)Google Scholar
  168. 168.
    Addou, R., Senftle, T.P., O’Connor, N., et al.: Influence of hydroxyls on Pd atom mobility and clustering on rutile TiO2(011)-2 × 1. ACS Nano 8, 6321–6333 (2014)PubMedGoogle Scholar
  169. 169.
    Lu, Y.H., Zhou, M., Zhang, C., et al.: Metal-embedded graphene: a possible catalyst with high activity. J. Phys. Chem. C 113, 20156–20160 (2009)Google Scholar
  170. 170.
    Zhang, T., Xue, Q., Shan, M., et al.: Adsorption and catalytic activation of O2 molecule on the surface of Au-doped graphene under an external electric field. J. Phys. Chem. C 116, 19918–19924 (2012)Google Scholar
  171. 171.
    Liu, X., Yang, Y., Chu, M., et al.: Defect stabilized gold atoms on graphene as potential catalysts for ethylene epoxidation: a first-principles investigation. Catal. Sci. Technol. 6, 1632–1641 (2016)Google Scholar
  172. 172.
    Pulido, A., Boronat, M., Corma, A.: Propene epoxidation with H2/H2O/O2 mixtures over gold atoms supported on defective graphene: a theoretical study. J. Phys. Chem. C 116, 19355–19362 (2012)Google Scholar
  173. 173.
    Li, Y., Zhou, Z., Yu, G., et al.: CO catalytic oxidation on iron-embedded graphene: computational quest for low-cost nanocatalysts. J. Phys. Chem. C 114, 6250–6254 (2010)Google Scholar
  174. 174.
    Wannakao, S., Nongnual, T., Khongpracha, P., et al.: Reaction Mechanisms for CO Catalytic Oxidation by N2O on Fe-Embedded Graphene. J. Phys. Chem. C 116, 16992–16998 (2012)Google Scholar
  175. 175.
    Song, E.H., Wen, Z., Jiang, Q.: CO catalytic oxidation on copper-embedded graphene. J. Phys. Chem. C 115, 3678–3683 (2011)Google Scholar
  176. 176.
    Tang, Y.A., Yang, Z.X., Dai, X.Q.: A theoretical simulation on the catalytic oxidation of CO on Pt/graphene. Phys. Chem. Chem. Phys. 14, 16566–16572 (2012)PubMedGoogle Scholar
  177. 177.
    Chan, K.T., Neaton, J.B., Cohen, M.L.: First-principles study of metal adatom adsorption on graphene. Phys. Rev. B 77, 235430 (2008)Google Scholar
  178. 178.
    Krasheninnikov, A.V., Lehtinen, P.O., Foster, A.S., et al.: Embedding transition-metal atoms in graphene: structure, bonding, and magnetism. Phys. Rev. Lett. 102, 126807 (2009)PubMedGoogle Scholar
  179. 179.
    Rodriguez-Manzo, J.A., Cretu, O., Banhart, F.: Trapping of metal atoms in vacancies of carbon nanotubes and graphene. ACS Nano 4, 3422–3428 (2010)PubMedGoogle Scholar
  180. 180.
    Tang, Y.N., Yang, Z.X., Dai, X.Q.: Trapping of metal atoms in the defects on graphene. J. Chem. Phys. 135, 224704 (2011)PubMedGoogle Scholar
  181. 181.
    Wang, H., Wang, Q., Cheng, Y., et al.: Doping monolayer graphene with single atom substitutions. Nano Lett. 12, 141–144 (2012)PubMedGoogle Scholar
  182. 182.
    Rodriguez-Manzo, J.A., Banhart, F.: Creation of individual vacancies in carbon nanotubes by using an electron beam of 1 Angstrom diameter. Nano Lett. 9, 2285–2289 (2009)PubMedGoogle Scholar
  183. 183.
    Robertson, A.W., Allen, C.S., Wu, Y.A., et al.: Spatial control of defect creation in graphene at the nanoscale. Nat. Commun. 3, 1144 (2012)PubMedGoogle Scholar
  184. 184.
    Robertson, A.W., Montanari, B., He, K., et al.: Structural reconstruction of the graphene monovacancy. ACS Nano 7, 4495–4502 (2013)PubMedGoogle Scholar
  185. 185.
    Banhart, F., Kotakoski, J., Krasheninnikov, A.V.: Structural defects in graphene. ACS Nano 5, 26–41 (2011)PubMedGoogle Scholar
  186. 186.
    Gao, C., Chen, S., Wang, Y., et al.: Heterogeneous single-atom catalyst for visible-light-driven high-turnover CO2 reduction: the role of electron transfer. Adv. Mater. 30, 1704624 (2018)Google Scholar
  187. 187.
    Ye, S., Luo, F., Zhang, Q., et al.: Highly stable single Pt atomic sites anchored on aniline-stacked graphene for the hydrogen evolution reaction. Energy Environ. Sci. (2019). CrossRefGoogle Scholar
  188. 188.
    Chen, Z., Zhou, T., Xing, L., et al.: Atomically dispersed iron-nitrogen species as electrocatalysts for bifunctional oxygen evolution and reduction reactions. Angew. Chem. Int. Ed. 56, 610–614 (2017)Google Scholar
  189. 189.
    Han, A., Chen, W., Zhang, S., et al.: A polymer encapsulation strategy to synthesize porous nitrogen-doped carbon-nanosphere-supported metal isolated-single-atomic-site catalysts. Adv. Mater. 30, 1706508 (2018)Google Scholar
  190. 190.
    Zhu, C., Fu, S., Song, J., et al.: Self-assembled Fe–N-doped carbon nanotube aerogels with single-atom catalyst feature as high-efficiency oxygen reduction electrocatalysts. Small 13, 1603407 (2017)Google Scholar
  191. 191.
    Fan, L., Liu, P.F., Yan, X., et al.: Atomically isolated nickel species anchored on graphitized carbon for efficient hydrogen evolution electrocatalysis. Nat. Commun. 7, 10667 (2016)PubMedPubMedCentralGoogle Scholar
  192. 192.
    Liu, X., Sui, Y., Duan, T., et al.: Monodisperse Pt atoms anchored on N-doped graphene as efficient catalysts for CO oxidation: a first-principles investigation. Catal. Sci. Technol. 5, 1658–1667 (2015)Google Scholar
  193. 193.
    Zhang, X., Lu, Z., Xu, G., et al.: Single Pt atom stabilized on nitrogen doped graphene: CO oxidation readily occurs via the tri-molecular Eley–Rideal mechanism. Phys. Chem. Chem. Phys. 17, 20006–20013 (2015)PubMedGoogle Scholar
  194. 194.
    Zhang, X., Lu, Z., Yang, Z.: Single non-noble-metal cobalt atom stabilized by pyridinic vacancy graphene: an efficient catalyst for CO oxidation. J. Mol. Catal. A-Chem. 417, 28–35 (2016)Google Scholar
  195. 195.
    Lin, Y.C., Teng, P.Y., Yeh, P.Y., et al.: Structural and chemical dynamics of pyridinic-nitrogen defects in graphene. Nano Lett. 15, 7408–7413 (2015)PubMedGoogle Scholar
  196. 196.
    Cheng, Y., Zhao, S., Johannessen, B., et al.: Atomically dispersed transition metals on carbon nanotubes with ultrahigh loading for selective electrochemical carbon dioxide reduction. Adv. Mater. 30, 1706287 (2018)Google Scholar
  197. 197.
    Liu, W., Zhang, L., Yan, W., et al.: Single-atom dispersed Co–N–C catalyst: structure identification and performance for hydrogenative coupling of nitroarenes. Chem. Sci. 7, 5758–5764 (2016)PubMedPubMedCentralGoogle Scholar
  198. 198.
    Liu, Q., Liu, Y., Li, H., et al.: Towards the atomic-scale characterization of isolated iron sites confined in a nitrogen-doped graphene matrix. Applied Surf. Sci. 410, 111–116 (2017)Google Scholar
  199. 199.
    Liu, W.G., Zhang, L., Liu, X., et al.: Discriminating catalytically active FeNx species of atomically dispersed Fe–N–C catalyst for selective oxidation of the C–H bond. J. Am. Chem. Soc. 139, 10790–10798 (2017)PubMedGoogle Scholar
  200. 200.
    Pan, Y., Lin, R., Chen, Y., et al.: Design of single-atom Co–N5 catalytic site: a robust electrocatalyst for CO2 reduction with nearly 100% CO selectivity and remarkable stability. J. Am. Chem. Soc. 140, 4218–4221 (2018)PubMedGoogle Scholar
  201. 201.
    Ghosh, D., Periyasamy, G., Pandey, B., et al.: Computational studies on magnetism and the optical properties of transition metal embedded graphitic carbon nitride sheets. J. Mater. Chem. C 2, 7943–7951 (2014)Google Scholar
  202. 202.
    Kong, L., Dong, Y., Jiang, P., et al.: Light-assisted rapid preparation of a Ni/g-C3N4 magnetic composite for robust photocatalytic H2 evolution from water. J. Mater. Chem. A 4, 9998–10007 (2016)Google Scholar
  203. 203.
    Li, X., Zhong, W., Cui, P., et al.: Design of efficient catalysts with double transition metal atoms on C2N layer. J. Phys. Chem. Lett. 7, 1750–1755 (2016)PubMedGoogle Scholar
  204. 204.
    Chen, Z., Mitchell, S., Vorobyeva, E., et al.: Stabilization of single metal atoms on graphitic carbon nitride. Adv. Funct. Mater. 27, 1605785 (2017)Google Scholar
  205. 205.
    Gao, G., Jiao, Y., Waclawik, E.R., et al.: Single atom (Pd/Pt) supported on graphitic carbon nitride as an efficient photocatalyst for visible-light reduction of carbon dioxide. J. Am. Chem. Soc. 138, 6292–6297 (2016)PubMedGoogle Scholar
  206. 206.
    Cao, Y., Chen, S., Luo, Q., et al.: Atomic-level insight into optimizing the hydrogen evolution pathway over a Co1–N4 single-site photocatalyst. Angew. Chem. Int. Ed. 56, 12191–12196 (2017)Google Scholar
  207. 207.
    Zheng, Y., Jiao, Y., Zhu, Y., et al.: Molecule-level g-C3N4 coordinated transition metals as a new class of electrocatalysts for oxygen electrode reactions. J. Am. Chem. Soc. 139, 3336–3339 (2017)PubMedGoogle Scholar
  208. 208.
    Zhai, Y., Pierre, D., Si, R., et al.: Alkali-stabilized Pt–OHx species catalyze low-temperature water-gas shift reactions. Science 329, 1633–1636 (2010)PubMedGoogle Scholar
  209. 209.
    Zugic, B., Zhang, S., Bell, D.C., et al.: Probing the low-temperature water-gas shift activity of alkali-promoted platinum catalysts stabilized on carbon supports. J. Am. Chem. Soc. 136, 3238–3245 (2014)PubMedGoogle Scholar
  210. 210.
    Zhang, C.B., Liu, F., Zhai, Y., et al.: Alkali-metal-promoted Pt/TiO2 opens a more efficient pathway to formaldehyde oxidation at ambient temperatures. Angew. Chem. Int. Ed. 51, 9628–9632 (2012)Google Scholar
  211. 211.
    Yuan, S., Pu, Z., Zhou, H., et al.: A universal synthesis strategy for single atom dispersed cobalt/metal clusters heterostructure boosting hydrogen evolution catalysis at all pH values. Nano Energy 59, 472–480 (2019)Google Scholar
  212. 212.
    Liang, Q., Jin, H., Wang, Z., et al.: Metal-organic frameworks derived reverse-encapsulation Co-NC@Mo2C complex for efficient overall water splitting. Nano Energy 57, 746–752 (2019)Google Scholar
  213. 213.
    Jin, H., Zhou, H., He, D., et al.: MOF-derived 3D Fe–N–S co-doped carbon matrix/nanotube nanocomposites with advanced oxygen reduction activity and stability in both acidic and alkaline media. Appl. Catal. B-Environ. 250, 143–149 (2019)Google Scholar
  214. 214.
    Qiao, Y., Yuan, P., Hu, Y., et al.: Sulfuration of an Fe–N–C catalyst containing FexC/Fe species to enhance the catalysis of oxygen reduction in acidic media and for use in flexible Zn-Air batteries. Adv. Mater. 30, 1804504 (2018)Google Scholar
  215. 215.
    Wang, Z., Jin, H., Meng, T., et al.: Fe, Cu-coordinated ZIF-derived carbon framework for efficient oxygen reduction reaction and zinc-air batteries. Adv. Funct. Mater. 28, 1802596 (2018)Google Scholar
  216. 216.
    Guo, Y., Yuan, P., Zhang, J., et al.: Carbon nanosheets containing discrete Co-Nx-By-C active sites for efficient oxygen electrocatalysis and rechargeable Zn-Air batteries. ACS Nano 12, 1894–1901 (2018)PubMedGoogle Scholar
  217. 217.
    Zheng, Y., Jiao, Y., Vasileff, A., et al.: The hydrogen evolution reaction in alkaline solution: from theory, single crystal models, to practical electrocatalysts. Angew. Chem. Int. Ed. 57, 7568–7579 (2018)Google Scholar
  218. 218.
    Vasileff, A., Xu, C., Jiao, Y., et al.: Surface and interface engineering in copper-based bimetallic materials for selective CO2 electroreduction. Chem 4, 1809–1831 (2018)Google Scholar
  219. 219.
    Liu, J., Zhu, D., Zheng, Y., et al.: Self-supported earth-abundant nanoarrays as efficient and robust electrocatalysts for energy-related reactions. ACS Catal. 8, 6707–6732 (2018)Google Scholar
  220. 220.
    Jiao, Y., Zheng, Y., Chen, P., et al.: Molecular scaffolding strategy with synergistic active centers to facilitate electrocatalytic CO2 reduction to hydrocarbon/alcohol. J. Am. Chem. Soc. 139, 18093–18100 (2017)PubMedGoogle Scholar
  221. 221.
    Vasileff, A., Zheng, Y., Qiao, S.: Carbon solving carbon’s problems: recent progress of nanostructured carbon-based catalysts for the electrochemical reduction of CO2. Adv Energy Mater. 7, 1700759 (2017)Google Scholar
  222. 222.
    Bayatsarmadi, B., Zheng, Y., Vasileff, A., et al.: Recent advances in atomic metal doping of carbon-based nanomaterials for energy conversion. Small 13, 1700191 (2017)Google Scholar
  223. 223.
    Yang, S., Tak, Y.J., Kim, J., et al.: Support effects in single-atom platinum catalysts for electrochemical oxygen reduction. ACS Catal. 7, 1301–1307 (2017)Google Scholar
  224. 224.
    Sibin, D., Rongming, W., Liu, J.: Stability investigation of a high number density Pt1/Fe2O3 single-atom catalyst under different gas environments by HAADF-STEM. Nanotechnology 29, 204002 (2018)Google Scholar
  225. 225.
    Lu, Z., Wang, B., Hu, Y., et al.: Isolated Zn–Co atomic pair for highly active and durable oxygen reduction. Angew. Chem. Int. Ed. 58, 2622–2626 (2019)Google Scholar
  226. 226.
    Qu, Y., Chen, B., Li, Z., et al.: Thermal emitting strategy to synthesize atomically dispersed Pt metal sites from bulk Pt metal. J. Am. Chem. Soc. 141, 4505–4509 (2019)PubMedGoogle Scholar

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Open AccessThis article is distributed under the terms of the Creative Commons Attribution 4.0 International License (, which permits unrestricted use, distribution, and reproduction in any medium, provided you give appropriate credit to the original author(s) and the source, provide a link to the Creative Commons license, and indicate if changes were made.

Authors and Affiliations

  • Niancai Cheng
    • 1
    • 2
  • Lei Zhang
    • 1
  • Kieran Doyle-Davis
    • 1
  • Xueliang Sun
    • 1
    Email author
  1. 1.Department of Mechanical and Materials EngineeringUniversity of Western OntarioLondonCanada
  2. 2.College of Materials Science and EngineeringFuzhou UniversityFuzhouChina

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