Finite Temperature Auxiliary Field Quantum Monte Carlo in the Canonical Ensemble
arXiv:2010.09813 · doi:10.1063/5.0026606
Abstract
Finite temperature auxiliary field-based Quantum Monte Carlo methods, including Determinant Quantum Monte Carlo (DQMC) and Auxiliary Field Quantum Monte Carlo (AFQMC), have historically assumed pivotal roles in the investigation of the finite temperature phase diagrams of a wide variety of multidimensional lattice models and materials. Despite their utility, however, these techniques are typically formulated in the grand canonical ensemble, which makes them difficult to apply to condensates like superfluids and difficult to benchmark against alternative methods that are formulated in the canonical ensemble. Working in the grand canonical ensemble is furthermore accompanied by the increased overhead associated with having to determine the chemical potentials that produce desired fillings. Given this backdrop, in this work, we present a new recursive approach for performing AFQMC simulations in the canonical ensemble that does not require knowledge of chemical potentials. To derive this approach, we exploit the convenient fact that AFQMC solves the many-body problem by decoupling many-body propagators into integrals over one-body problems to which non-interacting theories can be applied. We benchmark the accuracy of our technique on illustrative Bose and Fermi Hubbard models and demonstrate that it can converge more quickly to the ground state than grand canonical AFQMC simulations. We believe that our novel use of HS-transformed operators to implement algorithms originally derived for non-interacting systems will motivate the development of a variety of other methods and anticipate that our technique will enable direct performance comparisons against other many-body approaches formulated in the canonical ensemble.
arXiv comment15 pages, 4 figures
References in corpus (55)
- Quantum phase transition from a superfluid to a Mott insulator in a gas of ultracold atoms
- Quantum Computing
- Electronic Structure Calculations with Dynamical Mean-Field Theory: A Spectral Density Functional Approach
- Computational complexity and fundamental limitations to fermionic quantum Monte Carlo simulations
- Stripe order in the underdoped region of the two-dimensional Hubbard model
- Fermi-Hubbard physics with atoms in an optical lattice
- Solutions of the Two Dimensional Hubbard Model: Benchmarks and Results from a Wide Range of Numerical Algorithms
- High Temperature Superconductivity in Iron Pnictides and Chalcogenides
- A Constrained Path Monte Carlo Method for Fermion Ground States
- Quantum Monte Carlo method using phase-free random walks with Slater determinants
- Towards the solution of the many-electron problem in real materials: equation of state of the hydrogen chain with state-of-the-art many-body methods
- Local Spin-density Approximation Exchange-correlation Free-energy Functional
- A Constrained Path Quantum Monte Carlo Method for Fermion Ground States
- Ab initio computations of molecular systems by the auxiliary-field quantum Monte Carlo method
- Sign-Problem-Free Fermionic Quantum Monte Carlo: Developments and Applications
- Symmetry in Auxiliary-Field Quantum Monte Carlo Calculations
- Direct comparison of many-body methods for realistic electronic Hamiltonians
- Path Integral Molecular Dynamics for Bosons
- Finite temperature quantum embedding theories for correlated systems
- Phaseless auxiliary-field quantum Monte Carlo calculations with planewaves and pseudopotentials--applications to atoms and molecules
- Demonstration of the auxiliary-field Monte Carlo approach for sd-shell nuclei
- Finite-Temperature Monte Carlo Calculations For Systems With Fermions
- Quantum Monte Carlo calculations in solids with downfolded Hamiltonians
- An Auxiliary-Field Quantum Monte Carlo Study of the Chromium Dimer
- Path Integral Molecular Dynamics for Fermions: Alleviating the Sign Problem with the Bogoliubov Inequality
- Ab Initio Finite Temperature Auxiliary Field Quantum Monte Carlo
- Calculation of thermodynamic properties of finite Bose-Einstein systems
- Efficient temperature-dependent Green's functions methods for realistic systems: compact grids for orthogonal polynomial transforms
- Exploring connections between statistical mechanics and Green's functions for realistic systems. Temperature dependent electronic entropy and internal energy from a self-consistent second-order Green's function
- Chemical Transformations Approaching Chemical Accuracy via Correlated Sampling in Auxiliary-Field Quantum Monte Carlo
- Thermal Density Functional Theory in Context
- Bose-Einstein Condensation, Fluctuations, and Recurrence Relations in Statistical Mechanics
- Efficient temperature-dependent Green's function methods for realistic systems: using cubic spline interpolation to approximate Matsubara Green's functions
- Thermofield Theory for Finite-Temperature Quantum Chemistry
- Finite-Temperature Auxiliary-Field Quantum Monte Carlo for Bose-Fermi Mixtures
- Finite-temperature second-order many-body perturbation theory revisited
- Frozen-orbital and downfolding calculations with auxiliary-field quantum Monte Carlo
- Auxiliary-field quantum Monte Carlo calculations of the structural properties of nickel oxide
- Finite-Temperature Many-Body Perturbation Theory in the Canonical Ensemble
- Reaching the continuum limit in finite-temperature ab initio field-theory computations in many-fermion systems
- Real-time density-matrix coupled-cluster approach for closed and open systems at finite temperature
- Finite-temperature many-body perturbation theory in the grand canonical ensemble
- Finite-temperature coupled cluster: Efficient implementation and application to prototypical systems
- Finite-size effects in canonical and grand-canonical quantum Monte Carlo simulations for fermions
- An accurate and efficient algorithm for the computation of the characteristic polynomial of a general square matrix
- Introduction to Hubbard Model and Exact Diagonalization
- Unveiling the Finite Temperature Physics of Hydrogen Chains via Auxiliary Field Quantum Monte Carlo
- Pair condensation in a Finite Trapped Fermi Gas
- Deviations from Wick's theorem in the canonical ensemble
- Numerical Evidence Invalidating Finite-Temperature Many-Body Perturbation Theory
- Ab Initio Electronic Structure Calculations by Auxiliary-Field Quantum Monte Carlo
- Canonical and Grand Canonical Ensemble Expectation Values from Quantum Monte Carlo Simulations
- Introduction to the variational and diffusion Monte Carlo methods
- Reducing the complexity of finite-temperature auxiliary-field quantum Monte Carlo
- Occupation numbers in a quantum canonical ensemble: a projection operator approach
Cited by in corpus (19)
- First principles simulations of dense hydrogen
- A Phaseless Auxiliary-Field Quantum Monte Carlo Perspective on the Uniform Electron Gas at Finite Temperatures: Issues, Observations, and Benchmark Study
- Quadratic Scaling Bosonic Path Integral Molecular Dynamics
- Improved modularity and new features in ipie: Toward even larger AFQMC calculations on CPUs and GPUs at zero and finite temperatures
- Toward an accurate equation of state and B1-B2 phase boundary for magnesium oxide to TPa pressures and eV temperatures
- A Stable, Recursive Auxiliary Field Quantum Monte Carlo Algorithm in the Canonical Ensemble: Applications to Thermometry and the Hubbard Model
- Casimir and Helmholtz forces in one-dimensional Ising model with Dirichlet (free) boundary conditions
- Gaussian-Based Periodic Grand Canonical Density Functional Theory with Implicit Solvation for Computational Electrochemistry
- The ALF (Algorithms for Lattice Fermions) project release 2.4. Documentation for the auxiliary-field quantum Monte Carlo code
- Multi-body wave function of ground and low-lying excited states using unornamented deep neural networks
- Phase diagram of the SU() antiferromagnet of spin on a square lattice
- Electronic specific heat capacities and entropies from density matrix quantum Monte Carlo using Gaussian process regression to find gradients of noisy data
- Piecewise Interaction Picture Density Matrix Quantum Monte Carlo
- Disentangling the Physics of the Attractive Hubbard Model via the Accessible and Symmetry-Resolved Entanglement Entropies
- Thermal coupled cluster theory for SU(2) systems
- Exact kinetic propagators for coherent state complex Langevin simulations
- Precision thermodynamics of the strongly interacting Fermi gas in two dimensions
- Fermionic-propagator and alternating-basis quantum Monte Carlo methods for correlated electrons on a lattice
- Excitations of Quantum Many-Body Systems via Purified Ensembles: A Unitary-Coupled-Cluster-based Approach