Abstract
Within the present work on the meaning, interpretation and applications of the complexity measures, different order-uncertainty planes embodying relevant information-theoretical magnitudes are studied in order to analyse the information content of the position and momentum electron densities of several atomic (neutrals, singly-charged ions, isoelectronic series) and molecular (closed shells, radicals, isomers) systems. The quantities substaining those planes are the exponential and the power Shannon entropies, the disequilibrium, the Fisher information and the variance. Each plane gives rise to a measure of complexity, determined by the product of its components. In the present work, the values of the so-called López-Ruiz, Mancini and Calbet (LMC), Fisher-Shannon (FS) and Cramér-Rao (CR) complexities will be provided in both conjugated spaces and interpreted from physical and chemical points of view. Computations for atoms were carried out within a Hartree-Fock framework, while for molecules by means of CISD(T)/6-311++G(3df, 2p) wave functions. In order to have a complete information-theoretical description of these systems, it appears relevant to consider simultaneously the results in both spaces.
Access this chapter
Tax calculation will be finalised at checkout
Purchases are for personal use only
References
Sears SB, Gadre SR (1981) An information theoretic synthesis and analysis of Compton profiles. J Chem Phys 75:4626
Nalewajski RF, Parr RG (2001) Information theory thermodynamics of molecules and their Hirshfeld fragments. J Phys Chem A 105:7391
Carbó-Dorca R, Arnau J, Leyda L (1980) How similar is a molecule to another? An electron density measure of similarity between two molecular structures. Int J Quant Chem 17:1185
Angulo JC, Antolín J (2007) Atomic quantum similarity indices in position and momentum spaces. J Chem Phys 126:044106
Antolín J, Angulo JC (2008) Quantum similarity indices for atomic ionization processes. Eur Phys J D 46:21
Cover TM, Thomas JA (1991) Elements of information theory. Wiley-Interscience, New York
Antolín J, Angulo JC, López-Rosa S (2009) Fisher and Jensen-Shannon divergences: quantitative comparisons among distributions. Application to position and momentum atomic densities. J Chem Phys 130:074110
López-Rosa S, Antolín J, Angulo JC, Esquivel RO (2009) Divergence analysis of atomic ionization processes and isoelectronic series. Phys Rev A 80:012505
Angulo JC, López-Rosa S, Antolín J (2010) Effect of the interelectronic repulsion on the information content of position and momentum atomic densities. Int J Quantum Chem 110:1738
Carbó-Dorca R, Girones X, Mezey PG (eds) (2001) Fundamentals of molecular similarity. Kluwer Academic/Plenum, Dordrecht/New York
Cioslowski J, Nanayakkara A (1993) Similarity of atoms in molecules. J Am Chem Soc 115:11213
Carbó-Dorca R, Amat L, Besalu E, Girones X, Robert D (2000) Quantum Mechanical Origin of QSAR: theory and applications. J Mol Struct, Theochem 504:181
Daudel R (1953) C R Acad Sci (Paris) 237:601
Aslangul C, Constanciel R, Daudel R, Kottis P (1972) Aspects of the localizability of electrons in atoms and molecules: loge theory and related methods. Adv Quantum Chem 6:94
Mezey PG, Daudel R, Csizmadia IG (1979) Dependence of approximate ab initio molecular loge sizes on the quality of basis functions. Int J Quant Chem 16:1009
Nalewajski RF (2003) Information principles in the loge theory. Chem Phys Lett 375:196
Wang L, Wang L, Arimoto S, Mezey PG (2006) Large-scale chirality measures and general symmetry deficiency measures for functional group polyhedra of proteins. J Math Chem 40:145
Avnir D, Meyer AY (1991) Quantifying the degree of molecular shape distortion. A chirality measure. J Mol Struct, Theochem 226:211
Cramér H (1946) Mathematical methods of statistics. Princeton University Press, Princeton
Shannon CE, Weaver W (1949) The mathematical theory of communication. University of Illinois Press, Urbana
Fisher RA (1925) Statistical methods for research workers. Proc Camb Philos Soc 22:700
Frieden BR (2004) Science from Fisher information. Cambridge University Press, Cambridge
Jaynes ET (1957) Information theory and statistical mechanics. Phys Rev A 106:620
Nagy A (2006) Fisher information in a two-electron entangled artificial atom. Chem Phys Lett 425:154
Nalewajski R (2003) Information principles in the theory of electronic structure. Chem Phys Lett 372:28
Reginatto M (1998) Derivation of the equations of nonrelativistic quantum mechanics using the principle of minimum Fisher information. Phys Rev A 58:1775
Romera E, Sánchez-Moreno P, Dehesa JS (2006) Uncertainty relation for Fisher information of D-dimensional single-particle systems with central potentials. J Math Phys 47:103504
Dehesa JS, González-Férez R, Sánchez-Moreno P (2007) The Fisher-information-based uncertainty relation, Cramér-Rao inequality and kinetic energy for the D-dimensional central problem. J Phys A 40:1845
Kolmogorov AN (1965) Three approaches to the quantitative definition of information. Probl Inf Transm 1:1
Chaitin GJ (1966) On the length of programs for computing finite binary sequences. J ACM 13:547
Crutchfield JP, Shalizi KL (1999) Thermodynamic depth of causal states: Objective complexity via minimal representations. Phys Rev E 59:275
Lempel A, Ziv J (1976) On the complexity of finite sequences. IEEE Trans Inf Theory 22:75
Grassberger P (1986) Toward a quantitative theory of self-generated complexity. Int J Theory Phys 25:907
Bennett CH (1988) Logical depth and physical complexity. In: The universal Turing machine: a half century survey. Oxford University Press, Oxford, pp 227–257
Lloyd SS, Pagels H (1988) Complexity as thermodynamic depth. Ann Phys NY 188:186
MacKay DJC (2003) Information theory, inference and learning algorithms. Cambridge University Press, Cambridge
Vitanyi PMB, Li M (2000) Minimum description length induction, Bayesianism, and Kolmogorov complexity. IEEE Trans Inf Theory 46:446
Shalizi CR, Shalizi KL, Haslinger R (2004) Quantifying self-organization with optimal predictors. Phys Rev Lett 93:118701
Rosso OA, Martin MT, Plastino A (2003) Brain electrical activity analysis using wavelet-based informational tools (II): Tsallis non-extensivity and complexity measures. Physica A 320:497
Chatzisavvas KCh, Moustakidis ChC, Panos CP (2005) Information entropy, information distances and complexity in atoms. J Chem Phys 123:174111
Feldman DP, Crutchfield JP (1998) Measures of statistical complexity: Why? Phys Lett A 238:244
Lamberti PW, Martin MP, Plastino A, Rosso OA (2004) Intensive entropic non-triviality measure. Physica A 334:119
López-Ruiz R, Mancini HL, Calbet X (1995) A statistical measure of complexity. Phys Lett A 209:321
Shiner JS, Davison M, Landsberg PT (1999) Simple measure for complexity. Phys Rev E 59:1459
Anteonodo C, Plastino A (1996) Some features of the López-Ruiz-Mancini-Calbet (LMC) statistical measure of complexity. Phys Lett A 223:348
Catalán RG, Garay J, López-Ruiz R (2002) Features of the extension of a statistical measure of complexity to continuous systems. Phys Rev E 66:011102
Martin MT, Plastino A, Rosso OA (2003) Statistical complexity and disequilibrium. Phys Lett A 311:126
López-Ruiz R (2005) Shannon information, LMC complexity and Rényi entropies: a straightforward approach. Biophys Chem 115:215
Yamano T (2004) A statistical complexity measure with nonextensive entropy and quasi-multiplicativity. J Math Phys 45:1974
Yamano T (2004) A statistical measure of complexity with nonextensive entropy. Physica A 340:131
Angulo JC (1994) Information entropy and uncertainty in D-dimensional many-body systems. Phys Rev A 50:311
Guevara NL, Sagar RP, Esquivel RO (2003) Shannon-information entropy sum as a correlation measure in atomic systems. Phys Rev A 67:012507
Romera E, Torres JJ, Angulo JC (2002) Reconstruction of atomic effective potentials from isotropic scattering factors. Phys Rev A 65:024502
Ho M, Smith VH Jr., Weaver DF, Gatti C, Sagar RP, Esquivel RO (1998) Molecular similarity based on information entropies and distances. J Chem Phys 108:5469
Zarzo A, Angulo JC, Antolín J, Yáñez RJ (1996) Maximum-entropy analysis of one-particle densities in atoms. Z Phys D 37:295
Antolín J, Zarzo A, Angulo JC, Cuchí JC (1997) Maximum-entropy analysis of momentum densities in diatomic molecules. Int J Quant Chem 61:77
Antolín J, Cuchí JC, Angulo JC (1999) Reciprocal form factors from momentum density magnitudes. J Phys B 32:577
Nagy A, Sen KD (2006) Atomic Fisher information versus atomic number. Phys Lett A 360:291
Sen KD, Panos CP, Chtazisavvas KCh, Moustakidis ChC (2007) Net Fisher information measure versus ionization potential and dipole polarizability in atoms. Phys Lett A 364:286
Hornyak I, Nagy A (2007) Phase-space Fisher information. Chem Phys Lett 437:132
Borgoo A, Godefroid M, Sen KD, de Proft F, Geerlings P (2004) Quantum similarity of atoms: a numerical Hartree-Fock and information theory approach. Chem Phys Lett 399:363
de Proft F, Ayers PW, Sen KD, Geerlings P (2004) On the importance of the density per particle (shape function) in the density functional theory. J Chem Phys 120:9969
Borgoo A, Godefroid M, Indelicato P, de Proft F, Geerlings P (2007) Quantum similarity study of atomic density functions: Insights from information theory and the role of relativistic effects. J Chem Phys 126:044102
Angulo JC, Antolín J, Sen KD (2008) Fisher-Shannon plane and statistical complexity of atoms. Phys Lett A 372:670
Onicescu O (1966) Énergie informationnelle. C R Acad Sci Paris A 263:841
Pipek J, Varga I (1992) Universal classification scheme for the spatial-localization properties of one-particle states in finite, d-dimensional systems. Phys Rev A 46:3148
Sen KD, Antolín J, Angulo JC (2007) Fisher-Shannon analysis of ionization processes and isoelectronic series. Phys Rev A 76:032502
Nagy A (2003) Fisher information in density functional theory. J Chem Phys 119:9401
Dembo A, Cover TA, Thomas JA (1991) Information theoretic inequalities. IEEE Trans Inf Theory 37:1501
Pearson JM (1997) A logarithmic Sobolev inequality on the real line. Proc Am Math Soc 125:3339
Antolín J, Angulo JC (2009) Complexity analysis of ionization processes and isoelectronic series. Int J Quant Chem 109:586
Angulo JC, Antolín J (2008) Atomic complexity measures in position and momentum spaces. J Chem Phys 128:164109
Esquivel RO, Angulo JC, Antolín J, Dehesa JS, López-Rosa S, Flores-Gallegos N (2009) Complexity analysis of selected molecules in position and momentum spaces. Preprint
Dehesa JS, Sánchez Moreno P, Yáñez RJ (2006) Cramér-Rao information plane of orthogonal hypergeometric polynomials. J Comput Appl Math 186:523
Calbet X, López-Ruiz R (2001) Tendency towards maximum complexity in a nonequilibrium isolated system. Phys Rev E 63:066116
Martin MT, Plastino A, Rosso OA (2006) Generalized statistical complexity measures: Geometrical and analytical properties. Physica A 369:439
Romera E, Nagy A (2008) Fisher-Rényi entropy product and information plane. Phys Lett A 372:6823
Antolín J, López-Rosa S, Angulo JC (2009) Rényi complexities and information planes: atomic structure in conjugated spaces. Chem Phys Lett 474:233
Rényi A (1961) On measures of entropy and information. In: Proc 4th Berkeley symposium on mathematics of statistics and probability, vol 1, pp 547–561
Tsallis C (1988) Possible generalization of Boltzmann-Gibbs statistics. J Stat Phys 52:479
Kendall MG, Stuart A (1969) The advanced theory of statistics, vol 1. Charles Griffin and Co Ltd, London
Parr RG, Yang W (1989) Density-functional theory of atoms and molecules. Oxford University Press, New York
Hall MJW (1999) Universal geometric approach to uncertainty, entropy, and information. Phys Rev A 59:2602
López-Rosa S, Angulo JC, Antolín J (2009) Rigorous properties and uncertainty-like relationships on product-complexity measures: Application to atomic systems. Physica A 388:2081
Dehesa JS, Gálvez FJ, Porras I (1989) Bounds to density-dependent quantities of D-dimensional many-particle systems in position and momentum spaces: Applications to atomic systems. Phys Rev A 40:35
Angulo JC, Dehesa JS (1992) Tight rigorous bounds to atomic information entropies. J Chem Phys 97:6485. Erratum 98:1 (1993)
Stam A (1959) Some inequalities satisfied by the quantities of information of Fisher and Shannon. Inf Control 2:101
Fraga S, Malli G (1968) Many electron systems: properties and interactions. Saunders, Philadelphia
Epstein IR (1973) Calculation of atomic and molecular momentum expectation values and total energies from Compton-scattering data. Phys Rev A 8:160
Bialynicky-Birula I, Mycielski J (1975) Uncertainty relations for information entropy in wave mechanics. Commun Math Phys 44:129
Heisenberg W (1927) Uber den anschaulichen inhalt der quanten-theoretischen kinematik und mechanik. Z Phys 443:172
Sánchez-Moreno P (2008) Medidas de Información de Funciones Especiales y sistemas mecano-cuánticos, y dinámica molecular en presencia de campos eléctricos homogéneos y dependientes del tiempo. PhD Thesis, University of Granada, Spain
Bialynicky-Birula I (2006) Formulation of the uncertainty relations in terms of the Rényi entropies 91. Phys Rev A 74:052101
Rajagopal AK (1995) The Sobolev inequality and the Tsallis entropic uncertainty relation. Phys Lett A 205:32
Angulo JC (1993) Uncertainty relationships in many-body systems. J Phys A 26:6493
Gadre SR (1984) Information entropy and Thomas-Fermi theory. Phys Rev A 30:620
Gadre SR, Bendale RD (1985) Information entropies in quantum chemistry. Curr Sci (India) 54:970
Panos CP, Chatzisavvas KCh, Moustakidis ChC, Kyhou EG (2007) Comparison of SDL and LMC measures of complexity: Atoms as a testbed. Phys Lett A 363:78
Gadre SR, Bendale RD, Gejji SP (1985) Refinement of electron momentum densities of ionic solids using an experimental energy constraint. Chem Phys Lett 117:138
Sagar RP, Guevara NL (2006) Mutual information and electron correlation in momentum space. J Chem Phys 124:134101
Romera E, Dehesa JS (2004) The Fisher-Shannon information plane, an electron correlation tool. J Chem Phys 120:8906
Koga T, Kanayama K, Watanabe S, Thakkar AJ (1999) Analytical Hartree-Fock wave functions subject to cusp and asymptotic constraints: He to Xe, Li+ to Cs+, H− to I−. Int J Quant Chem 71:491
Koga T, Kanayama K, Watanabe S, Imai S, Thakkar AJ (2000) Analytical Hartree-Fock wave functions for the atoms Cs to Lr. Theor Chem Acc 104:411
Borgoo A, de Proft F, Geerlings P, Sen KD (2007) Complexity of Dirac-Fock atom increases with atomic number. Chem Phys Lett 444:186
Szabo JB, Sen KD, Nagy A (2008) The Fisher-Shannon information plane for atoms. Phys Lett A 372:2428
Hoffmann-Ostenhof M, Hoffmann-Ostenhof T (1977) “Schrödinger inequalities” and asymptotic behavior of the electron density of atoms and molecules. Phys Rev A 16:1782
Benesch R, Smith VH Jr (1973) Wave mechanics: the first fifty years. Butterworth, London
Romera E, Nagy A (2008) Rényi information of atoms. Phys Lett A 372:4918
Koga T, Omura M, Teruya H, Thakkar AJ (1995) Improved Roothaan-Hartree-Fock wavefunctions for isoelectronic series of the atoms He to Ne. J Phys B 28:3113
Koopmans TA (1933) Über die Zuordnung von Wellenfunktionen und Eigenwerten zu den Einzelnen Elektronen Eines Atoms. Physica 1:104
Janak JF (1978) Proof that ∂E/∂n i =ε in density-functional theory. Phys Rev B 18:7165
Parr RG, Pearson RG (1983) Absolute hardness: companion parameter to absolute electronegativity. J Am Chem Soc 105:7512
Ghanty TK, Ghosh SK (1993) Correlation between hardness, polarizability, and size of atoms, molecules, and clusters. J Phys Chem 97:4951
Roy R, Chandra AK, Pal S (1994) Correlation of polarizability, hardness, and electronegativity: polyatomic molecules. J Phys Chem 98:10447
Hati S, Datta D (1994) Hardness and electric dipole polarizability. Atoms and clusters. J Phys Chem 98:10451
Simon-Manso Y, Fuentealba E (1998) On the density functional relationship between static dipole polarizability and global softness. J Phys Chem A 102:2029
Chattaraj PK, Sarkar U, Roy DR (2006) Electrophilicity index. Chem Rev 106:2065
Pearson RG (1963) Hard and soft acids and bases. J Am Chem Soc 85:3533
Pearson RG (1973) Hard and soft acids and bases. Dowen, Hutchinson and Ross, Stroudsberg
Pearson RG (1997) Chemical hardness. Wiley-VCH, New York
Parr RG, Szentpály LV, Liu S (1999) Electrophilicity index. J Am Chem Soc 121:1922
Frisch MJ, Trucks GW, Schlegel HB, Scuseria GE, Robb MA, Cheeseman JR, Montgomery JA Jr, Vreven T, Kudin KN, Burant JC, Millam JM, Iyengar SS, Tomasi J, Barone V, Mennucci B, Cossi M, Scalmani G, Rega N, Petersson GA, Nakatsuji H, Hada M, Ehara M, Toyota K, Fukuda R, Hasegawa J, Ishida M, Nakajima T, Honda Y, Kitao O, Nakai H, Klene M, Li X, Knox JE, Hratchian HP, Cross JB, Bakken V, Adamo C, Jaramillo J, Gomperts R, Stratmann RE, Yazyev O, Austin AJ, Cammi R, Pomelli C, Ochterski JW, Ayala PY, Morokuma K, Voth GA, Salvador P, Dannenberg JJ, Zakrzewski VG, Dapprich S, Daniels AD, Strain MC, Farkas O, Malick DK, Rabuck AD, Raghavachari K, Foresman JB, Ortiz JV, Cui Q, Baboul AG, Clifford S, Cioslowski J, Stefanov BB, Liu G, Liashenko A, Piskorz P, Komaromi I, Martin RL, Fox DJ, Keith T, Al-Laham MA, Peng CY, Nanayakkara A, Challacombe M, Gill PMW, Johnson B, Chen W, Wong MW, González C, Pople JA (2004) Gaussian 03, Revision D.01, Gaussian Inc, Wallingford
Pérez-Jordá JM, San-Fabián E (1993) A simple, efficient and more reliable scheme for automatic numerical integration. Comput Phys Commun 77:46
Pérez-Jordá JM, Becke AD, San-Fabián E (1994) Automatic numerical integration techniques for polyatomic molecules. J Chem Phys 100:6520
Kohout M (2007) Program DGRID, version 4.2
Computational Chemistry Comparison and Benchmark DataBase, http://cccbdb.nist.gov/
Kurzer F (2000) Fulminic acid in the history of organic chemistry. J Chem Educ 77:851
Acknowledgements
We wish to thank Nelson Flores-Gallegos and Sheila López-Rosa for their kind help in the preparation of this chapter, and to Professor K.D. Sen for helpful discussions. This work was supported in part by the Spanish grants FIS-2008-02380 and FIS-2005-06237 (MICINN), FQM-1735 and P06-FQM-2445 (Junta de Andalucía), and the Mexican grants 08266 CONACyT, PIFI 3.3 PROMEP-SEP. We belong to the Andalusian research group FQM-0207.
Author information
Authors and Affiliations
Corresponding author
Editor information
Editors and Affiliations
Rights and permissions
Copyright information
© 2011 Springer Science+Business Media B.V.
About this chapter
Cite this chapter
Angulo, J.C., Antolín, J., Esquivel, R.O. (2011). Atomic and Molecular Complexities: Their Physical and Chemical Interpretations. In: Sen, K. (eds) Statistical Complexity. Springer, Dordrecht. https://doi.org/10.1007/978-90-481-3890-6_6
Download citation
DOI: https://doi.org/10.1007/978-90-481-3890-6_6
Publisher Name: Springer, Dordrecht
Print ISBN: 978-90-481-3889-0
Online ISBN: 978-90-481-3890-6
eBook Packages: Chemistry and Materials ScienceChemistry and Material Science (R0)