A projected complex Langevin sampling method for bosons in the canonical and microcanonical ensembles
- URL: http://arxiv.org/abs/2503.01809v1
- Date: Mon, 03 Mar 2025 18:38:10 GMT
- Title: A projected complex Langevin sampling method for bosons in the canonical and microcanonical ensembles
- Authors: Ethan C. McGarrigle, Hector D. Ceniceros, Glenn H. Fredrickson,
- Abstract summary: We introduce a projected complex Langevin numerical sampling method -- a fictitious Langevin dynamics scheme.<n>Despite the complex-valued degrees of freedom and associated sign-problem, the projected CL method succeeds as a natural extension of real-valued projected Langevin processes.
- Score: 0.0
- License: http://creativecommons.org/licenses/by/4.0/
- Abstract: We introduce a projected complex Langevin (CL) numerical sampling method -- a fictitious Langevin dynamics scheme that uses numerical projection to sample a constrained stationary distribution with highly oscillatory character. Despite the complex-valued degrees of freedom and associated sign-problem, the projected CL method succeeds as a natural extension of real-valued projected Langevin processes. In the new proposed method, complex-valued Lagrange multipliers are determined to enforce constraints to machine precision at each iteration. To illustrate the efficacy of this approach, we adapt the projected CL method to sample coherent state quantum field theories describing interacting Bose gases, which are realized in modern cold-atom experiments. We apply projected CL to two scenarios with holomorphic constraints, the canonical and microcanonical ensembles, and show that projected CL reproduces the correct thermodynamic observables. We further observe improved numerical stability and accuracy at larger timesteps when compared to the previous state-of-the-art method for performing constrained CL sampling.
Related papers
- Landau-Zener-Stückelberg spectroscopy of a fluxonium quantum circuit [0.0]
We study the time-averaged populations obtained for a fluxonium circuit under a large amplitude nonresonant periodic drive.
We present numerical simulations of the time evolution which consider the multi-level structure of the driven quantum circuit.
arXiv Detail & Related papers (2025-04-30T14:28:03Z) - Photonic Simulation of Localization Phenomena Using Boson Sampling [0.0]
We propose boson sampling as an alternative compact synthetic platform performing at room temperature.<n>By mapping the time-evolution unitary of a Hamiltonian onto an interferometer via continuous-variable gate decompositions, we present proof-of-principle results of localization characteristics of a single particle.
arXiv Detail & Related papers (2024-10-17T18:00:05Z) - Spectral Density Modulation and Universal Markovian Closure of Fermionic Environments [0.6990493129893112]
We show how a thermo-chemical modulation of the spectral density allows replacing the original fermionic environments with simpler, but simpler, ones.
We then provide a derivation of the fermionic Markovian closure construction, consisting of a small collection of damped fermionic modes.
We describe, in particular, how the use of the Markovian closure allows for a reduction of the time complexity of chain-mapping based algorithms.
arXiv Detail & Related papers (2024-07-13T22:13:44Z) - Unbiasing time-dependent Variational Monte Carlo by projected quantum
evolution [44.99833362998488]
We analyze the accuracy and sample complexity of variational Monte Carlo approaches to simulate quantum systems classically.
We prove that the most used scheme, the time-dependent Variational Monte Carlo (tVMC), is affected by a systematic statistical bias.
We show that a different scheme based on the solution of an optimization problem at each time step is free from such problems.
arXiv Detail & Related papers (2023-05-23T17:38:10Z) - Importance sampling for stochastic quantum simulations [68.8204255655161]
We introduce the qDrift protocol, which builds random product formulas by sampling from the Hamiltonian according to the coefficients.
We show that the simulation cost can be reduced while achieving the same accuracy, by considering the individual simulation cost during the sampling stage.
Results are confirmed by numerical simulations performed on a lattice nuclear effective field theory.
arXiv Detail & Related papers (2022-12-12T15:06:32Z) - Probing finite-temperature observables in quantum simulators of spin
systems with short-time dynamics [62.997667081978825]
We show how finite-temperature observables can be obtained with an algorithm motivated from the Jarzynski equality.
We show that a finite temperature phase transition in the long-range transverse field Ising model can be characterized in trapped ion quantum simulators.
arXiv Detail & Related papers (2022-06-03T18:00:02Z) - Fermionic approach to variational quantum simulation of Kitaev spin
models [50.92854230325576]
Kitaev spin models are well known for being exactly solvable in a certain parameter regime via a mapping to free fermions.
We use classical simulations to explore a novel variational ansatz that takes advantage of this fermionic representation.
We also comment on the implications of our results for simulating non-Abelian anyons on quantum computers.
arXiv Detail & Related papers (2022-04-11T18:00:01Z) - Accessing the topological Mott insulator in cold atom quantum simulators
with realistic Rydberg dressing [58.720142291102135]
We investigate a realistic scenario for the quantum simulation of such systems using cold Rydberg-dressed atoms in optical lattices.
We perform a detailed analysis of the phase diagram at half- and incommensurate fillings, in the mean-field approximation.
We furthermore study the stability of the phases with respect to temperature within the mean-field approximation.
arXiv Detail & Related papers (2022-03-28T14:55:28Z) - Sampling in Combinatorial Spaces with SurVAE Flow Augmented MCMC [83.48593305367523]
Hybrid Monte Carlo is a powerful Markov Chain Monte Carlo method for sampling from complex continuous distributions.
We introduce a new approach based on augmenting Monte Carlo methods with SurVAE Flows to sample from discrete distributions.
We demonstrate the efficacy of our algorithm on a range of examples from statistics, computational physics and machine learning, and observe improvements compared to alternative algorithms.
arXiv Detail & Related papers (2021-02-04T02:21:08Z) - Assessment of weak-coupling approximations on a driven two-level system
under dissipation [58.720142291102135]
We study a driven qubit through the numerically exact and non-perturbative method known as the Liouville-von equation with dissipation.
We propose a metric that may be used in experiments to map the regime of validity of the Lindblad equation in predicting the steady state of the driven qubit.
arXiv Detail & Related papers (2020-11-11T22:45:57Z) - Testing collapse models with Bose-Einstein-Condensate interferometry [0.0]
We show that precision interferometry with Bose-Einstein condensed atoms can serve to lower the current empirical bound on the localization rate parameter.
In fact, the interplay between CSL-induced diffusion and dispersive atom-atom interactions results in an amplified sensitivity of the condensate to CSL.
arXiv Detail & Related papers (2020-08-31T13:00:58Z) - Towards quantum simulation of Sachdev-Ye-Kitaev model [5.931069258860319]
We study a simplified version of the Sachdev-Ye-Kitaev (SYK) model with real interactions by exact diagonalization.
A quantum phase transition from a chaotic state to an integrable state is observed by increasing the discrete separation.
arXiv Detail & Related papers (2020-03-03T14:18:07Z)
This list is automatically generated from the titles and abstracts of the papers in this site.
This site does not guarantee the quality of this site (including all information) and is not responsible for any consequences.