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An Information-Theoretic Perspective on Molecular Quantum Mechanics

Zhao, Yilin

Published Jan 1, 2025• 0 citations
Publisher

Abstract

Scientists often refer to matter, energy, and information as the three basic categories, though they are related by various scientific laws. Compared to the concepts of matter and energy, the scientific definition of information is relatively new: it was only in the 1940s that Claude Shannon introduced the definition of information as a reduction of uncertainty, laying the foundation for modern information theory. In molecular electronic structure theory, we routinely encounter nonnegative quantities that sum to unity, forming valid probability distributions. These include properly normalized electron densities, eigenvalues of reduced density matrices, squared wave function coefficients in orthonormal bases, and related quantities. The incorporation of information-theoretic concepts into quantum chemistry has yielded profound insights into electronic system behavior. The two dominant frameworks in electronic structure theory are quantum many-body theory and density functional theory. This thesis systematically integrates these approaches with: classical information theory, yielding the information-theoretic approach, and quantum information theory, generating distinct tools like orbital entanglement measures and quantum fidelity metrics. In this thesis, we subsequently demonstrate applications of these information-theoretic methods in quantum chemistry for analyzing electronic structure and chemical phenomena.

DOI
10.71548/12030

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Scientists often refer to matter, energy, and information as the three basic categories, though they are related by various scientific laws. Compared to the concepts of matter and energy, the scientific definition of information is relatively new: it was only in the 1940s that Claude Shannon introduced the definition of information as a reduction of uncertainty, laying the foundation for modern information theory. In molecular electronic structure theory, we routinely encounter nonnegative quantities that sum to unity, forming valid probability distributions. These include properly normalized electron densities, eigenvalues of reduced density matrices, squared wave function coefficients in orthonormal bases, and related quantities. The incorporation of information-theoretic concepts into quantum chemistry has yielded profound insights into electronic system behavior. The two dominant frameworks in electronic structure theory are quantum many-body theory and density functional theory. This thesis systematically integrates these approaches with: classical information theory, yielding the information-theoretic approach, and quantum information theory, generating distinct tools like orbital entanglement measures and quantum fidelity metrics. In this thesis, we subsequently demonstrate applications of these information-theoretic methods in quantum chemistry for analyzing electronic structure and chemical phenomena.
It is the ultimate goal of this work to foster synergy between quantum chemistry and the flourishing field of quantum information theory. For this, we first translate quantum information concepts, such as entanglement and correlation, into the context of quantum chemical systems. In particular, we establish two conceptually distinct perspectives on 'electron correlation', leading to a notion of orbital and particle correlation. We then demonstrate that particle correlation equals total orbital correlation minimized over all orbital bases. Accordingly, particle correlation resembles the minimal, thus intrinsic, complexity of many-electron wave functions, while orbital correlation quantifies their complexity relative to a basis. We illustrate these concepts of intrinsic and extrinsic correlation complexity in molecular systems, which also manifests the crucial link between the two correlation pictures. Our results provide theoretical justification for the long-favored natural orbitals for simplifying electronic structures, and open new pathways for developing more efficient approaches towards the electron correlation problem.
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The entropic perspective on the molecular electronic structure is investigated. Information-theoretic description of electron probabilities is extended to cover the complex amplitudes (wave functions) of quantum mechanics. This analysis emphasizes the entropic concepts due to the phase part of electronic states, which generates the probability current density, thus allowing one to distinguish the information content of states generating the same electron density and differing in their current densities. The classical information measures of Fisher and Shannon, due to the probability/density distributions themselves, are supplemented by the nonclassical terms generated by the wave-function phase or the associated probability current. A complementary character of the Fisher and Shannon information measures is explored and the relationship between these classical information densities is derived. It is postulated to characterize also their nonclassical (phase/current-dependent) contributions. The continuity equations of the generalized information densities are examined and the associated nonclassical information sources are identified. The variational rules involving the quantum-generalized Shannon entropy, which generate the stationary and time-dependent Schrödinger equations from the relevant maximum entropy principles, are discussed and their implications for the system “thermodynamic” equilibrium states are examined. It is demonstrated that the lowest, stationary “thermodynamic” state differs from the true ground state of the system, by exhibiting the space-dependent phase, linked to the modulus part of the wave function, and hence also a nonvanishing probability current.
Quantum information, a field in which great advances have been made in the past decades, now presents opportunities for advanced chemistry. One roadblock to progress, especially for experimental chemical science, is that new concepts and technical definitions need to be learned. In this paper, we review some basic, but sometimes misunderstood, concepts of quantum information based on the mathematical formulation of quantum mechanics that will be useful for chemists interested in discovering ways that chemistry can contribute to the quantum information field. We cover topics including qubits and their density matrix formalism, quantum measurement as a quantum operation, information theory, and entanglement. We focus on the difference between the concepts in the quantum context and the classic context. We also discuss the relation and distinction among entanglement, correlation, and coherence. We aim to clarify the rigorous definition of these concepts and then indicate some examples in physical chemistry.
Modern Quantum Mechanics and Quantum Information surveys the fundamental aspects of quantum mechanics against the backdrop of its use in modern science applications. The book covers several topics in modern quantum mechanics and quantum information that do not appear in older texts. These include a mathematically sound treatment of delta functions and the rigged Hilbert space, an exposition of many-body theory including density functional theory and Feynman diagrams, and an explanation of chemical bonds and energy band theory. It also contains expansive chapters on relativistic Dirac theory, group theory including Lie groups, exotic quantum phenomena, interpretations of quantum theory, quantum computers and quantum cryptography. Each chapter ends with a set of questions and exercises for the student. This authoritative and expansive survey of the field is ideal for advanced researchers, upper undergraduate and graduate studentss, with a main purpose as a text for a graduate course in quantum mechanics. Key features • Provides a thorough review of the basics • Discusses the philosophical questions of quantum theory • Includes the concepts used in quantum condensed matter physics and quantum chemistry in detail • Presents quantum information • Discusses the density functional and the diagrammatic approaches to many-body theory