Quantum information theory on sparse wavefunctions and applications for Quantum Chemistry
arXiv:2408.02631 · doi:10.1021/acs.jpca.5c02137
Abstract
In recent years Quantum Computing prominently entered in the field of Computational Chemistry, importing and transforming computational methods and ideas originally developed within other disciplines, such as Physics, Mathematics and Computer Science into algorithms able to estimate quantum properties of atoms and molecules on present and future quantum devices. An important role in this contamination process is attributed to Quantum Information techniques, having the twofold role of contributing to the analysis of electron correlation and entanglements and guiding the construction of wavefunction variational ansatzes for the Variational Quantum Eigensolver technique. This paper introduces the tool SparQ (Sparse Quantum state analysis), designed to efficiently compute fundamental quantum information theory observables on post-Hartree-Fock wavefunctions sparse in their definition space. The core methodology involves mapping fermionic wavefunctions to qubit space using fermionic-to-qubits transformations and leveraging the sparse nature of these wavefunctions to evaluate observables and properties of the wavefunction. The effectiveness of SparQ is validated by analyzing the mutual information matrices of wavefunctions for the water molecule and the total entropy of qubits describing the benzene molecule. This highlights its capability to handle large-scale quantum systems, limited mainly by the capabilities of quantum chemical methods used to retrieve the wavefunctions. The results indicate that quantum information theoretical analysis, so far limited to traditional tensor network methods and study of transition operators, can be applied to all post-Hartree-Fock wavefunctions, extending their applications to larger and more complex chemical systems.
References in corpus (38)
- Polynomial-Time Algorithms for Prime Factorization and Discrete Logarithms on a Quantum Computer
- The density-matrix renormalization group in the age of matrix product states
- The density-matrix renormalization group
- Simulated Quantum Computation of Molecular Energies
- An adaptive variational algorithm for exact molecular simulations on a quantum computer
- Fermionic quantum computation
- Simulating Lattice Gauge Theories within Quantum Technologies
- Simulation of Electronic Structure Hamiltonians Using Quantum Computers
- Automated Selection of Active Orbital Spaces
- The density matrix renormalization group for ab initio quantum chemistry
- Measuring orbital interaction using quantum information theory
- Quantum information analysis of electronic states at different molecular structures
- Entanglement Measures for Single- and Multi-Reference Correlation Effects
- CASSCF with Extremely Large Active Spaces using the Adaptive Sampling Configuration Interaction Method
- Efficient description of strongly correlated electrons with mean-field cost
- Orbital entanglement in bond-formation processes
- Entanglement as Measure of Electron-Electron Correlation in Quantum Chemistry Calculations
- Orbital entanglement in quantum chemistry
- Concept of orbital entanglement and correlation in quantum chemistry
- Optimal fermion-to-qubit mapping via ternary trees with applications to reduced quantum states learning
- Optimal Control of Traffic Signals using Quantum Annealing
- Mutual information-assisted Adaptive Variational Quantum Eigensolver
- Analysis of two-orbital correlations in wavefunctions restricted to electron-pair states
- Quantum Entanglement in Carbon-Carbon, Carbon-Phosphorus and Silicon-Silicon Bonds
- Unravelling the quantum-entanglement effect of noble gas coordination on the spin ground state of CUO
- A quantum informational approach for dissecting chemical reactions
- Orbital entanglement and correlation from pCCD-tailored Coupled Cluster wave functions
- On the Multi-Reference Nature of Plutonium Oxides: PuO, PuO, PuO and PuO(OH)
- The Bonsai algorithm: grow your own fermion-to-qubit mapping
- Pulse variational quantum eigensolver on cross-resonance based hardware
- Corresponding Active Orbital Spaces along Chemical Reaction Paths
- Quantum Information-Assisted Complete Active Space Optimization (QICAS)
- Computing partial traces and reduced density matrices
- What Can Quantum Information Theory Offer to Quantum Chemistry?
- Natural orbitals and sparsity of quantum mutual information
- Quantum Information reveals that orbital-wise correlation is essentially classical in Natural Orbitals
- Optimization strategies in WAHTOR algorithm for quantum computing empirical ansatz: a comparative study
- Compact Multi-Threshold Quantum Information Driven Ansatz For Strongly Interactive Lattice Spin Models