Tensor Numerical Methods in Quantum Chemistry: from Hartree-Fock Energy to Excited States
arXiv:1504.06289 · doi:10.1039/C5CP01215E
Abstract
We resume the recent successes of the grid-based tensor numerical methods and discuss their prospects in real-space electronic structure calculations. These methods, based on the low-rank representation of the multidimensional functions and integral operators, led to entirely grid-based tensor-structured 3D Hartree-Fock eigenvalue solver. It benefits from tensor calculation of the core Hamiltonian and two-electron integrals (TEI) in complexity using the rank-structured approximation of basis functions, electron densities and convolution integral operators all represented on 3D Cartesian grids. The algorithm for calculating TEI tensor in a form of the Cholesky decomposition is based on multiple factorizations using algebraic 1D ``density fitting`` scheme. The basis functions are not restricted to separable Gaussians, since the analytical integration is substituted by high-precision tensor-structured numerical quadratures. The tensor approaches to post-Hartree-Fock calculations for the MP2 energy correction and for the Bethe-Salpeter excited states, based on using low-rank factorizations and the reduced basis method, were recently introduced. Another direction is related to the recent attempts to develop a tensor-based Hartree-Fock numerical scheme for finite lattice-structured systems, where one of the numerical challenges is the summation of electrostatic potentials of a large number of nuclei. The 3D grid-based tensor method for calculation of a potential sum on a lattice manifests the linear in computational work, , instead of the usual scaling by the Ewald-type approaches.
References in corpus (4)
- The density-matrix renormalization group in the age of matrix product states
- DMRG and periodic boundary conditions: a quantum information perspective
- A reduced basis approach for calculation of the Bethe-Salpeter excitation energies using low-rank tensor factorizations
- Electronic excitation energies of molecular systems from the Bethe-Salpeter equation: Example of the H2 molecule
Cited by in corpus (20)
- Quantum information processing with superconducting circuits: a review
- A Unified Optimization Approach for Sparse Tensor Operations on GPUs
- Tensor Contractions with Extended BLAS Kernels on CPU and GPU
- Efficient temperature-dependent Green's functions methods for realistic systems: compact grids for orthogonal polynomial transforms
- A dynamical adaptive tensor method for the Vlasov-Poisson system
- A reduced basis approach for calculation of the Bethe-Salpeter excitation energies using low-rank tensor factorizations
- Fast iterative solution of the Bethe-Salpeter eigenvalue problem using low-rank and QTT tensor approximation
- Grid-based electronic structure calculations: the tensor decomposition approach
- Combined tensor network/cluster expansion method using logic gates: Illustrated for (bi-)excitons by a single layer MoS model system
- Tensor network strategies for calculating biexcitons and trions in monolayer 2D materials beyond the ground state
- A low-rank approach to the computation of path integrals
- Computing electrostatic potentials using regularization based on the range-separated tensor format
- Low-rank matrix and tensor approximations for compression of machine-learning interatomic potentials
- Full-Dimensional Schrödinger Wavefunction Calculations using Tensors and Quantum Computers: the Cartesian component-separated approach
- Computing the density of states for optical spectra by low-rank and QTT tensor approximation
- Block Lanczos method for excited states on a quantum computer
- Analytical PAW Projector Functions for Reduced Bandwidth Requirements
- Block circulant and Toeplitz structures in the linearized Hartree-Fock equation on finite lattices: tensor approach
- Tensor-SqRA: Modeling the Transition Rates of Interacting Molecular Systems in terms of Potential Energies
- Rank structured approximation method for quasi--periodic elliptic problems