Abstract
Density functional theory (DFT) provides a powerful computational tool for study of the structure and thermodynamic properties of both bulk and inhomogeneous fluids. On the one hand, DFT is able to describe the microscopic structure and meso/macroscopic properties on the basis of intermolecular forces; and on the other hand, it connects seamlessly with conventional phenomenological equations for modeling macroscopic phenomena. The DFT-based methods are generic yet versatile they are naturally applicable to systems with multiple length scales that may fail alternative computational methods. This chapter presents a tutorial overview of the basic concepts of DFT for classical systems, the mathematical relations linking the microstructure and correlation functions to measurable thermodynamic quantities, and connections of DFT to conventional liquid-state theories. While for pedagogy the discussion is limited to one-component simple fluids, similar ideas and concepts are applicable to mixtures and polymeric systems of practical concern. This chapter also covers a few theoretical approaches to formulate the thermodynamic functional. Some illustrative examples are given on applications to liquid structure, interfacial properties, and surface and colloidal forces.
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Notes
- 1.
For a simple liquid, the capillary length \(L_{\rm c} = \sqrt{\gamma/\Delta \rho g}\) is on the order of a few millimeters but the thermal length \(L_{\rm T} = \sqrt{k_{\rm B} T/\gamma}\) is only a few Angstroms. The gravitational force and capillary wave is insignificant if L c >> L T.
- 2.
For van der Waals attraction, ΓA (z) ∼ 1/z 6 and following the definition ψ(z) ∼ 1/z 4, which is an even function of z.
- 3.
For a molecule of n segments, the number of external degrees of freedom is 3nc F. For argon, n = 1 and c F = 1. For molecules when n > 1, c F < 1 because of chain connectivity. For a long paraffin, c F ≈ 1/3.
- 4.
A Legendre transform switches independent variables in the fundamental equation of thermodynamics. For example, F = E − TS is a Legendre transform that changes the fundamental equation of thermodynamics from E = E(S, V, N) to F = F(T,V,N). Here the thermodynamic variable is a function.
- 5.
This notation does not mean that a pair correlation function depends only on separation distance r. Instead, g(r) is a function of the system and depends on temperature, density, and intermolecular interactions.
- 6.
For a function that depends only on the radial distance r, the Fourier transform is defined as \(\hat {f}(k)=\int {\rm d}\vec {r}{\rm e}^{-i\vec {k} \cdot \vec {r}} f(r)=(4\pi /k)\int_{0}^{\infty} {r\sin (kr)f(r){\rm d}r}\).
- 7.
In some literature, the OZ equation defines of the second-order direct correlation function. While such definition is legitimate mathematically, it applies only to the second-order and to some extent it makes the physical meaning of the direct correlation less transparent.
- 8.
A cavity correlation function describes the correlation between two “cavities” in the fluid. A cavity is a real particle that has no interaction with another cavity particle. Because the potential of mean force (βW(r) = −ln[g(r)]) is the overall interaction between two molecules in the system, it follows that \(-\ln [y(\vec{r} )]\) includes all indirect interactions, or effects of all other molecules on the overall interaction.
- 9.
The concept of virial was first introduced by Clausius; in Latin it means force. The virial equation is not the same as the virial expansion.
- 10.
A second-order tensor is a linear mapping of a vector onto another vector. Here, mapping means an arbitrary arithmetic calculation. For example, the gradient of a vector is a second-order tensor, which specifies the change in this vector with respect to position.
- 11.
We put a negative sign here because, according to the conventional notation, a pressure is defined as the force applied toward a surface per unit area (compression push). In Fig. 12, the force is in the outward direction of the surface (pull, tension).
- 12.
Pressure tensor is also used to describe the mechanical properties of materials, including strain, stress, and elasticity. Stress is a concept that is equivalent to pressure tensor but defined in a different perspective, \(\hat {\tau }=-\hat {P}\). The diagonal elements of a stress tensor are called normal stress. While a positive normal pressure means a force pushing on a surface, a positive normal stress stands for a pulling force out of there surface, or a tension. The nondiagonal elements of a stress tensor are called shear stress.
- 13.
Here the force due to the external field is not included.
Abbreviations
- A :
-
Surface area
- a :
-
Energy parameter in van der Waals' equation of state
- B :
-
MSA parameter
- b :
-
Volume parameter in van der Waals' equation of state
- b(r):
-
Bridge function
- C :
-
Number of carbon atoms per molecule
- c :
-
Parameter in van der Waals' square gradient theory
- C F :
-
Semi-empirical parameter introduced by Prigogine
- c(r):
-
Direct correlation function
- E :
-
Energy/ground-state energy
- F :
-
Helmholtz energy
- \(\vec {F}\) :
-
Force
- F [ρ(r)] :
-
Intrinsic Helmholtz energy functional
- \(f(\vec {r})\) :
-
Local Helmholtz energy
- g(r):
-
Radial distribution function
- g :
-
Gravitational constant
- H :
-
Interfacial thickness/pore width
- h(r):
-
Total correlation function
- h :
-
Elevation
- \(\tilde {I}\) :
-
Unit tensor
- K :
-
Kinetic energy
- k B :
-
Boltzmann constant
- L c :
-
Capillary length
- L T :
-
Thermal length
- M n :
-
Molecular weight
- \(\vec {M}\) :
-
Momentum transfer
- m :
-
Molecular mass
- N :
-
Number of molecules
- n α :
-
Weighted densities
- \(\vec {n}\) :
-
Normal vector
- P :
-
Pressure
- \(\tilde {P}\) :
-
Pressure tensor
- \(\vec {p}\) :
-
Molecular momentum
- p ν :
-
Probability density
- Q :
-
Surface charge density
- q i :
-
Ionic charge
- R :
-
Radius
- r :
-
Center-to-center distance
- \(\vec {r}\) :
-
Position vector
- S :
-
Entropy
- \({\mathbb S}(\vec {k} )\) :
-
Static structure factor
- \(s(\vec {r} )\) :
-
Local entropy
- T :
-
Temperature, K
- U :
-
Internal energy
- \(u(\vec {r} )\) :
-
Local internal energy
- V :
-
Volume
- v :
-
Cell volume
- W :
-
Reversible work
- W(r):
-
Potential of mean force
- \(w(\vec {r} )\) :
-
Weight function
- \(\chi _0^{({\rm A})}\) :
-
Local fraction of nonbonded associating site A
- y(r):
-
Cavity correlation function
- z :
-
Distance
- BMCSL:
-
Boublik–Mansoori–Carnahan–Starling–Leland
- DFT:
-
Density functional theory
- FMSA:
-
First-order mean-spherical approximation
- FMT:
-
Fundamental measure theory
- HNC:
-
Hypernetted chain
- LDA:
-
Local-density approximation
- LJ:
-
Lennard-Jones
- MC:
-
Monte Carlo
- MHNC:
-
Modified hypernetted chain
- MSA:
-
Mean-spherical approximation
- OZ:
-
Ornstein–Zernike
- PB:
-
Poisson–Boltzmann
- PDT:
-
Potential distribution theorem
- PY:
-
Percus–Yevick
- RHNC:
-
Reference hypernetted chain
- SAFT:
-
Statistical associating fluid theory
- TDDFT:
-
Time-dependent density functional theory
- WDA:
-
Weighted-density approximation
- β:
-
1/k B T
- Γ:
-
Intermolecular potential
- γ:
-
Surface tension
- δ (r):
-
Dirac delta function
- ε:
-
Interaction energy
- εD :
-
Dielectric constant
- ζ:
-
Zeta potential
- η:
-
Packing density
- θ(r):
-
Heaviside step function
- κ:
-
Inverse screening length
- κT :
-
Isothermal compressibility
- Λ:
-
Thermal wavelength
- λ:
-
Coupling parameter
- μ:
-
Chemical potential
- Ξ:
-
Grand partition function
- \(\rho (\vec{r} )\) :
-
Density profile
- σ:
-
Diameter
- \(\phi (\vec{r} )\) :
-
One-body potential function
- \(\chi (\vec{r}^{\prime} ,\vec{r}^{\prime \prime})\) :
-
Density–density correlation function
- ψ(z):
-
Function used in the square-gradient theory
- Ψ(1,2,…,N):
-
Wave function
- Ω:
-
Grand potential
- ν:
-
Microstate
- \(\nu (\vec{r})\) :
-
One-body external potential
- ς:
-
Inhomogeneous factor
- *:
-
Reduced quantities
- id:
-
Ideal gas
- ex:
-
Excess
- ext:
-
External
- 0:
-
Bulk/reference system
- α:
-
Index of weight functions = 0, 1, 2, 3, V1 and V2
- A:
-
Intermolecular attraction
- ass:
-
Association
- c:
-
critical point
- el:
-
Electric
- hs:
-
Hard sphere
- L:
-
Liquid
- LJ:
-
Lennard-Jones
- R:
-
Intermolecular repulsion
- V:
-
Vapor
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Acknowledgements
The author is grateful to Prof. John Prausnitz for reading many sections of this chapter and to Prof. Lloyd Lee for helpful comments. The research is sponsored by the US Department of Energy (DE-FG02-06ER46296) and uses the computational resources of the National Energy Research Scientific Computing Center (NERSC), which is supported by the Office of Science of the US Department of Energy under contract no. DE-AC03-76SF00098.
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Wu, J. (2008). Density Functional Theory for Liquid Structure and Thermodynamics. In: Structure and Bonding. Springer, Berlin, Heidelberg. https://doi.org/10.1007/430_2008_3
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DOI: https://doi.org/10.1007/430_2008_3
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