Energetic Information from Information-Theoretic Approach in Density Functional Theory as Quantitative Measures of Physicochemical Properties

被引:1
|
作者
He, Xin [1 ]
Lu, Tian [2 ]
Rong, Chunying [3 ]
Liu, Wenjian [1 ]
Ayers, Paul W. [4 ]
Liu, Shubin [5 ,6 ]
机构
[1] Shandong Univ, Inst Frontier Chem, Sch Chem & Chem Engn, Qingdao 266237, Shandong, Peoples R China
[2] Beijing Kein Res Ctr Nat Sci, Beijing 100022, Peoples R China
[3] Hunan Normal Univ, Coll Chem & Chem Engn, Changsha 410081, Hunan, Peoples R China
[4] McMaster Univ, Dept Chem & Chem Biol, Hamilton, ON L8S, Canada
[5] Univ N Carolina, Res Comp Ctr, Chapel Hill, NC 27599 USA
[6] Univ N Carolina, Dept Chem, Chapel Hill, NC 27599 USA
基金
中国国家自然科学基金; 加拿大自然科学与工程研究理事会;
关键词
LOCAL KINETIC-ENERGY; SHAPE FUNCTION; NUCLEOPHILICITY INDEX; FISHER INFORMATION; ELECTRON-DENSITY; SHANNON ENTROPY; PAULI ENERGY; ATOMS; MOLECULES; CHEMISTRY;
D O I
10.1021/acs.jctc.4c00697
中图分类号
O64 [物理化学(理论化学)、化学物理学];
学科分类号
070304 ; 081704 ;
摘要
The Hohenberg-Kohn theorem of density functional theory (DFT) stipulates that energy is a universal functional of electron density in the ground state, so energy can be thought of having encoded essential information for the density. Based on this, we recently proposed to quantify energetic information within the framework of information-theoretic approach (ITA) of DFT (J. Chem. Phys. 2022, 157, 101103). In this study, we systematically apply energetic information to a variety of chemical phenomena to validate the use of energetic information as quantitative measures of physicochemical properties. To that end, we employed six ITA quantities such as Shannon entropy and Fisher information for five energetic densities, yielding twenty-six viable energetic information quantities. Then, they are applied to correlate with physicochemical properties of molecular systems, including chemical bonding, conformational stability, intermolecular interactions, acidity, aromaticity, cooperativity, electrophilicity, nucleophilicity, and reactivity. Our results show that different quantities of energetic information often behave differently for different properties but a few of them, such as Shannon entropy of the total kinetic energy density and information gain of the Pauli energy density, stand out and strongly correlate with several properties across different categories of molecular systems. These results suggest that they can be employed as quantitative measures of physicochemical properties. This work not only enriches the body of our knowledge about the relationship between energy and information, but also provides scores of newly introduced explicit density functionals to quantify physicochemical properties, which can serve as robust features for building machine learning models in future studies.
引用
收藏
页码:6049 / 6061
页数:13
相关论文
共 50 条
  • [41] An information-theoretic causal power theory
    Hope, LR
    Korb, KB
    AI 2005: ADVANCES IN ARTIFICIAL INTELLIGENCE, 2005, 3809 : 805 - 811
  • [42] INFORMATION-THEORETIC METHOD IN COMBINATORIAL THEORY
    PIPPENGER, N
    JOURNAL OF COMBINATORIAL THEORY SERIES A, 1977, 23 (01) : 99 - 104
  • [43] Information-Theoretic Signal Detection Theory
    Feldman, Jacob
    PSYCHOLOGICAL REVIEW, 2021, 128 (05) : 976 - 987
  • [44] INFORMATION-THEORETIC DISTORTION MEASURES FOR SPEECH RECOGNITION
    LEE, YT
    IEEE TRANSACTIONS ON SIGNAL PROCESSING, 1991, 39 (02) : 330 - 335
  • [45] Multimodal information-theoretic measures for autonomous exploration
    Rao, Dushyant
    Bender, Asher
    Williams, Stefan B.
    Pizarro, Oscar
    2016 IEEE INTERNATIONAL CONFERENCE ON ROBOTICS AND AUTOMATION (ICRA), 2016, : 4230 - 4237
  • [46] A geometric approach to information-theoretic private information retrieval
    Woodruff, D
    Yekhanin, S
    TWENTIETH ANNUAL IEEE CONFERENCE ON COMPUTATIONAL COMPLEXITY, PROCEEDINGS, 2005, : 275 - 284
  • [47] Dynamic Information-Theoretic Measures for Security Informatics
    Colbaugh, Richard
    Glass, Kristin
    Bauer, Travis
    2013 IEEE INTERNATIONAL CONFERENCE ON INTELLIGENCE AND SECURITY INFORMATICS: BIG DATA, EMERGENT THREATS, AND DECISION-MAKING IN SECURITY INFORMATICS, 2013, : 45 - 49
  • [48] Information-theoretic measures for objective evaluation of classifications
    Hu, B.-G. (hubg@nlpr.ia.ac.cn), 2012, Science Press (38):
  • [49] An information-theoretic approach to statistical dependence: Copula information
    Calsaverini, R. S.
    Vicente, R.
    EPL, 2009, 88 (06)
  • [50] A geometric approach to information-theoretic private information retrieval
    Woodruff, David
    Yekhanin, Sergey
    SIAM JOURNAL ON COMPUTING, 2007, 37 (04) : 1046 - 1056