Fermionic orbital optimisation in tensor network states
arXiv:1504.00042 · doi:10.1103/PhysRevLett.117.210402
Abstract
Tensor network states and specifically matrix-product states have proven to be a powerful tool for simulating ground states of strongly correlated spin models. Recently, they have also been applied to interacting fermionic problems, specifically in the context of quantum chemistry. A new freedom arising in such non-local fermionic systems is the choice of orbitals, it being far from clear what choice of fermionic orbitals to make. In this work, we propose a way to overcome this challenge. We suggest a method intertwining the optimisation over matrix product states with suitable fermionic Gaussian mode transformations. The described algorithm generalises basis changes in the spirit of the Hartree-Fock method to matrix-product states, and provides a black box tool for basis optimisation in tensor network methods.
9 pages, 9 figures, added substantial material to signify improved numerical performance
References in corpus (18)
- The density-matrix renormalization group in the age of matrix product states
- Matrix Product States, Projected Entangled Pair States, and variational renormalization group methods for quantum spin systems
- Matrix product states represent ground states faithfully
- DMRG and periodic boundary conditions: a quantum information perspective
- Renormalization algorithms for Quantum-Many Body Systems in two and higher dimensions
- From density-matrix renormalization group to matrix product states
- Orbital Optimization in the Density Matrix Renormalization Group, with applications to polyenes and β-carotene
- Tensor product methods and entanglement optimization for ab initio quantum chemistry
- Tensor network states and algorithms in the presence of a global U(1) symmetry
- A spin-adapted Density Matrix Renormalization Group algorithm for quantum chemistry
- Simulating Strongly Correlated Quantum Systems with Tree Tensor Networks
- Efficient Tree Tensor Network States (TTNS) for Quantum Chemistry: Generalizations of the Density Matrix Renormalization Group Algorithm
- Semi-stochastic full configuration interaction quantum Monte Carlo: developments and application
- Density matrix numerical renormalization group for non-Abelian symmetries
- Longitudinal static optical properties of hydrogen chains: finite field extrapolations of matrix product state calculations
- Investigation of metal-insulator like transition through the ab initio density matrix renormalization group approach
- Optimizing Hartree-Fock orbitals by the density-matrix renormalization group
- Search for localized Wannier functions of topological band structures via compressed sensing
Cited by in corpus (55)
- Quantum Chemistry in the Age of Quantum Computing
- Tensor networks for complex quantum systems
- The Density Matrix Renormalization Group in Chemistry and Molecular Physics: Recent Developments and New Challenges
- Lecture Notes of Tensor Network Contractions
- Quantum Machine Learning for Chemistry and Physics
- Coupled cluster method with single and double excitations tailored by matrix product state wave functions
- Hybrid-space density matrix renormalization group study of the doped two-dimensional Hubbard model
- A measurement-based variational quantum eigensolver
- Concept of orbital entanglement and correlation in quantum chemistry
- TensorNetwork: A Library for Physics and Machine Learning
- Breaking the entanglement barrier: Tensor network simulation of quantum transport
- T3NS: three-legged tree tensor network states
- TensorNetwork for Machine Learning
- X-Symbols for Non-Abelian Symmetries in Tensor Networks
- Numerical and Theoretical Aspects of the DMRG-TCC Method Exemplified by the Nitrogen Dimer
- Tensor network representations of parton wave functions
- Fermionic systems for quantum information people
- Efficient Simulation of Dynamics in Two-Dimensional Quantum Spin Systems with Isometric Tensor Networks
- Ultrafast ab-initio Quantum Chemistry Using Matrix Product States
- Entanglement and correlation in two-nucleon systems
- Efficient tensor network representation for Gutzwiller projected states of paired fermions
- A programming guide for tensor networks with global symmetry
- Studying dynamics in two-dimensional quantum lattices using tree tensor network states
- Quantum correlations in molecules: from quantum resourcing to chemical bonding
- The Effect of Geometry, Spin and Orbital Optimization in Achieving Accurate, Fully-Correlated Results for Iron-Sulfur Cubanes
- Molecular Quantum Circuit Design: A Graph-Based Approach
- Flexible DMRG-based framework for anharmonic vibrational calculations
- Entanglement bipartitioning and tree tensor networks
- What Can Quantum Information Theory Offer to Quantum Chemistry?
- Quantum information-based analysis of electron-deficient bonds
- Topologically protected, correlated end spin formation in carbon nanotubes
- Self-Adaptive Tensor Network States with Multi-Site Correlators
- On the closedness and geometry of tensor network state sets
- Unveiling Intrinsic Many-Body Complexity by Compressing Single-Body Triviality
- Effective dimension reduction with mode transformations: Simulating two-dimensional fermionic condensed matter systems
- Disentangling Interacting Systems with Fermionic Gaussian Circuits: Application to Quantum Impurity Models
- Hybrid gausslet/Gaussian basis sets
- Two dimensional quantum lattice models via mode optimized hybrid CPU-GPU density matrix renormalization group method
- The seniority quantum number in Tensor Network States
- Tensor rank reduction via coordinate flows
- Fermionic Magic Resources of Quantum Many-Body Systems
- Magic entanglement renormalization for quantum fields
- Unraveling long-time quantum dynamics using flow equations
- Classical and Quantum Orbital Correlations in the Molecular Electronic States
- Quantification of electron correlation effects - Quantum Information Theory versus Method of Increments
- Simulating real-time molecular electron dynamics efficiently using the time-dependent density matrix renormalization group
- Spin-free orbital entropy, mutual information, and correlation analysis
- Two-electron wavefunctions are matrix product states with bond dimension Three
- Lifshitz transition in the phase diagram of two-leg - ladder systems at low filling
- Classifying fermionic states via many-body correlation measures
- Majorana string simulation of nonequilibrium dynamics in two-dimensional lattice fermion systems
- The product structure of MPS-under-permutations
- A quantum eigenvalue solver based on tensor networks
- Chemical bonding concepts emerge naturally from maximally entangled atomic orbitals
- On the Ordering of Sites in the Density Matrix Renormalization Group using Quantum Mutual Information