- Open Access
Unitary Dynamics of Strongly Interacting Bose Gases with the Time-Dependent Variational Monte Carlo Method in Continuous Space
Phys. Rev. X 7, 031026 – Published 8 August, 2017
DOI: https://doi.org/10.1103/PhysRevX.7.031026
Abstract
We introduce the time-dependent variational Monte Carlo method for continuous-space Bose gases. Our approach is based on the systematic expansion of the many-body wave function in terms of multibody correlations and is essentially exact up to adaptive truncation. The method is benchmarked by comparison to an exact Bethe ansatz or existing numerical results for the integrable Lieb-Liniger model. We first show that the many-body wave function achieves high precision for ground-state properties, including energy and first-order as well as second-order correlation functions. Then, we study the out-of-equilibrium, unitary dynamics induced by a quantum quench in the interaction strength. Our time-dependent variational Monte Carlo results are benchmarked by comparison to exact Bethe ansatz results available for a small number of particles, and are also compared to quench action results available for noninteracting initial states. Moreover, our approach allows us to study large particle numbers and general quench protocols, previously inaccessible beyond the mean-field level. Our results suggest that it is possible to find correlated initial states for which the long-term dynamics of local density fluctuations is close to the predictions of a simple Boltzmann ensemble.
Physics Subject Headings (PhySH)
Popular Summary
Everyday objects move pretty predictably. When an apple falls from a tree, its motion is fully and easily described by its trajectory. Quantum particles such as electrons and protons are much more complex. Describing their motion requires a complex mathematical tool called a wave function to determine the probability of where the quantum “apple” is at a given time. This becomes even harder when many quantum particles are involved. Predicting their exact motion in those circumstances is far beyond reach, even on the most powerful supercomputer. In our work, we have developed a new theoretical approach to accurately study the dynamics of a gas of quantum particles that can help solve the most puzzling problems concerning the collective behavior of quantum objects over long times.
A fundamental open question we address is whether a strongly interacting quantum gas, well isolated from the external environment, still obeys the laws of thermodynamics after being driven out of equilibrium. Despite impressive theoretical and experimental progress over the last years, this and other fundamental questions about quantum thermalization remain open. Our new stochastic method (time-dependent variational Monte Carlo) allows us to accurately study the dynamics of one-dimensional strongly interacting bosons. We show that the absence and occurrence of thermalization of the potential energy can be observed in ultracold atom experiments in a controlled way using a switch from noninteracting to interacting initial states followed by a sudden quench of the interacting strength.
Our methods pave the way for predicting the out-of-equilibrium dynamics of two- and three-dimensional quantum gases and fluids more accurately than current approximation methods.
Article Text
References (63)
- Nature Physics Insight on Non-equilibrium physics, Nat. Phys. 11, 103 (2015).
- D. Ceperley, Path Integrals in the Theory of Condensed Helium, Rev. Mod. Phys. 67, 279 (1995).
- L. Pollet, Recent Developments in Quantum Monte Carlo Simulations with Applications for Cold Gases, Rep. Prog. Phys. 75, 094501 (2012).
- T. Plisson, B. Allard, M. Holzmann, G. Salomon, A. Aspect, P. Bouyer, and T. Bourdel, Coherence Properties of a Two-Dimensional Trapped Bose Gas around the Superfluid Transition, Phys. Rev. A 84, 061606 (2011).
- N. G. Berloff and B. V. Svistunov, Scenario of Strongly Nonequilibrated Bose-Einstein Condensation, Phys. Rev. A 66, 013603 (2002).
- N. Navon, A. L. Gaunt, R. P. Smith, and Z. Hadzibabic, Emergence of a Turbulent Cascade in a Quantum Gas, Nature (London) 539, 72 (2016).
- M. Gaudin, La Fonction d’Onde de Bethe (Masson, Paris, 1983).
- J.-S. Caux and R. M. Konik, Constructing the Generalized Gibbs Ensemble after a Quantum Quench, Phys. Rev. Lett. 109, 175301 (2012).
- J.-S. Caux and F. H. L. Essler, Time Evolution of Local Observables After Quenching to an Integrable Model, Phys. Rev. Lett. 110, 257203 (2013).
- M. Collura, S. Sotiriadis, and P. Calabrese, Equilibration of a Tonks-Girardeau Gas Following a Trap Release, Phys. Rev. Lett. 110, 245301 (2013).
- S. Trotzky, Y-A. Chen, A. Flesch, I. P. McCulloch, U. Schollwöck, J. Eisert, and I. Bloch, Probing the Relaxation Towards Equilibrium in an Isolated Strongly Correlated One-Dimensional Bose Gas, Nat. Phys. 8, 325 (2012).
- T. Langen, R. Geiger, M. Kuhnert, B. Rauer, and J. Schmiedmayer, Local Emergence of Thermal Correlations in an Isolated Quantum Many-Body System, Nat. Phys. 9, 640 (2013).
- D. Greif, G. Jotzu, M. Messer, R. Desbuquois, and T. Esslinger, Formation and Dynamics of Antiferromagnetic Correlations in Tunable Optical Lattices, Phys. Rev. Lett. 115, 260401 (2015).
- M. Gring, M. Kuhnert, T. Langen, T. Kitagawa, B. Rauer, M. Schreitl, I. Mazets, D. A. Smith, E. Demler, and J. Schmiedmayer, Relaxation and Prethermalization in an Isolated Quantum System, Science 337, 1318 (2012).
- M. Cominotti, D. Rossini, M. Rizzi, F. Hekking, and A. Minguzzi, Optimal Persistent Currents for Interacting Bosons on a Ring with a Gauge Field, Phys. Rev. Lett. 113, 025301 (2014).
- P. Calabrese and J. Cardy, Time Dependence of Correlation Functions Following a Quantum Quench, Phys. Rev. Lett. 96, 136801 (2006).
- S. R. White, Density Matrix Formulation for Quantum Renormalization Groups, Phys. Rev. Lett. 69, 2863 (1992).
- S. R. White and A. E. Feiguin, Real-Time Evolution Using the Density Matrix Renormalization Group, Phys. Rev. Lett. 93, 076401 (2004).
- A. J. Daley, C. Kollath, U. Schollwock, and G. Vidal, Time-Dependent Density-Matrix Renormalization-Group Using Adaptive Effective Hilbert Spaces, J. Stat. Mech. (2004) P04005.
- F. B. Anders and A. Schiller, Real-Time Dynamics in Quantum-Impurity Systems: A Time-Dependent Numerical Renormalization-Group Approach, Phys. Rev. Lett. 95, 196801 (2005).
- M. Dolfi, B. Bauer, M. Troyer, and Z. Ristivojevic, Multigrid Algorithms for Tensor Network States, Phys. Rev. Lett. 109, 020604 (2012).
- M. Dolfi, A. Kantian, B. Bauer, and M. Troyer, Minimizing Nonadiabaticities in Optical-Lattice Loading, Phys. Rev. A 91, 033407 (2015).
- F. Verstraete and J. I. Cirac, Continuous Matrix Product States for Quantum Fields, Phys. Rev. Lett. 104, 190405 (2010).
- M. Ganahl, J. Rincon, and G. Vidal, Continuous Matrix Product States for Quantum Fields: An Energy Minimization Algorithm., Phys. Rev. Lett. 118, 220402 (2017).
- C. J. Umrigar, J. Toulouse, C. Filippi, S. Sorella, and R. G. Hennig, Alleviation of the Fermion-Sign Problem by Optimization of Many-Body Wave Functions, Phys. Rev. Lett. 98, 110201 (2007).
- M. Holzmann, B. Bernu, and D. M. Ceperley, Many-Body Wavefunctions for Normal Liquid , Phys. Rev. B 74, 104510 (2006).
- M. Taddei, M. Ruggeri, S. Moroni, and M. Holzmann, Iterative Backflow Renormalization Procedure for Many-Body Ground-State Wave Functions of Strongly Interacting Normal Fermi Liquids, Phys. Rev. B 91, 115106 (2015).
- G. Carleo, F. Becca, M. Schiro, and M. Fabrizio, Localization and Glassy Dynamics Of Many-Body Quantum Systems., Sci. Rep. 2, 243 (2012).
- G. Carleo, F. Becca, L. Sanchez-Palencia, S. Sorella, and M. Fabrizio, Light-Cone Effect and Supersonic Correlations in One- and Two-Dimensional Bosonic Superfluids, Phys. Rev. A 89, 031602 (2014).
- L. Cevolani, G. Carleo, and L. Sanchez-Palencia, Protected Quasilocality in Quantum Systems with Long-Range Interactions, Phys. Rev. A 92, 041603 (2015).
- B. Blaß and H. Rieger, Test of Quantum Thermalization in the Two-Dimensional Transverse-Field Ising Model, Sci. Rep. 6, 38185 (2016).
- G. Carleo and M. Troyer, Solving the Quantum Many-Body Problem with Artificial Neural Networks, Science 355, 602 (2017).
- K. Ido, T. Ohgoe, and M. Imada, Time-Dependent Many-Variable Variational Monte Carlo Method for Nonequilibrium Strongly Correlated Electron Systems, Phys. Rev. B 92, 245106 (2015).
We have conveniently set the particle mass and the reduced Planck constant to unity.
- A. Bijl, The Lowest Wave Function of the Symmetrical Many Particles System, Physica (Amsterdam) 7, 869 (1940).
- R. B. Dingle, The Zero-Point Energy of a System of Particles, Philos. Mag. 40, 573 (1949).
- R. Jastrow, Many-Body Problem with Strong Forces, Phys. Rev. 98, 1479 (1955).
- E. Feenberg, Theory of Quantum Fluids, Pure and Applied Physics (Academic Press, New York, 1969).
- C. L. Kane, S. Kivelson, D. H. Lee, and S. C. Zhang, General Validity of Jastrow-Laughlin Wave Functions, Phys. Rev. B 43, 3255 (1991).
- P. A. M. Dirac, Note on Exchange Phenomena in the Thomas Atom, Math. Proc. Cambridge Philos. Soc. 26, 376 (1930).
- I. Frenkel, Wave Mechanics: Advanced General Theory, in The International Series of Monographs on Nuclear Energy: Reactor Design Physics Vol. 2 (Clarendon Press, Oxford, 1934).
The natural norm induced by a quantum Hilbert space is the Fubini-Study norm, which is gauge invariant and therefore insensitive to the unknown normalizations of the quantum states we are dealing with here.
- E. H. Lieb and W. Liniger, Exact Analysis of an Interacting Bose Gas. I. The General Solution and the Ground State, Phys. Rev. 130, 1605 (1963).
- H. Moritz, T. Stoferle, M. Kohl, and T. Esslinger, Exciting Collective Oscillations in a Trapped 1D Gas, Phys. Rev. Lett. 91, 250402 (2003).
- T. Kinoshita, T. Wenger, and D. S. Weiss, A Quantum Newton’s Cradle, Nature (London) 440, 900 (2006).
- J. P. Ronzheimer, M. Schreiber, S. Braun, S. S. Hodgman, S. Langer, I. P. McCulloch, F. Heidrich-Meisner, I. Bloch, and U. Schneider, Expansion Dynamics of Interacting Bosons in Homogeneous Lattices in One and Two Dimensions, Phys. Rev. Lett. 110, 205301 (2013).
- B. Fang, G. Carleo, A. Johnson, and I. Bouchoule, Quench-Induced Breathing Mode of One-Dimensional Bose Gases, Phys. Rev. Lett. 113, 035301 (2014).
- G. Boéris et al., Mott Transition for Strongly Interacting One-Dimensional Bosons in a Shallow Periodic Potential, Phys. Rev. A 93, 011601 (2016).
- S. Sorella, Generalized Lanczos Algorithm for Variational Quantum Monte Carlo, Phys. Rev. B 64, 024512 (2001).
- C. J. Umrigar and C. Filippi, Energy and Variance Optimization of Many-Body Wave Functions, Phys. Rev. Lett. 94, 150201 (2005).
- M. Girardeau, Relationship between Systems of Impenetrable Bosons and Fermions in One Dimension, J. Math. Phys. (N.Y.) 1, 516 (1960).
- G. E. Astrakharchik and S. Giorgini, Correlation Functions and Momentum Distribution of One-Dimensional Bose Systems, Phys. Rev. A 68, 031602 (2003).
- P. Pippan, S. R. White, and H. G. Evertz, Efficient Matrix-Product State Method for Periodic Boundary Conditions, Phys. Rev. B 81, 081103 (2010).
- G. Carleo, G. Boéris, M. Holzmann, and L. Sanchez-Palencia, Universal Superfluid Transition and Transport Properties of Two-Dimensional Dirty Bosons, Phys. Rev. Lett. 111, 050406 (2013).
- M. Boninsegni, N. Prokof’ev, and B. Svistunov, Worm Algorithm for Continuous-Space Path Integral Monte Carlo Simulations, Phys. Rev. Lett. 96, 070601 (2006).
- J. C. Zill, T. M. Wright, K. V. Kheruntsyan, T. Gasenzer, and M. J. Davis, Relaxation Dynamics of the Lieb-Liniger Gas Following an Interaction Quench: A Coordinate Bethe-Ansatz Analysis, Phys. Rev. A 91, 023611 (2015).
- J. De Nardis, L. Piroli, and J.-S. Caux, Relaxation Dynamics of Local Observables in Integrable Systems., J. Phys. A 48, 43FT01 (2015).
- J.-S. Caux and F. H. L. Essler, Time Evolution of Local Observables After Quenching to an Integrable Model, Phys. Rev. Lett. 110, 257203 (2013).
- J. C. Zill, T. M. Wright, K. V. Kheruntsyan, T. Gasenzer, and M. J. Davis, A Coordinate Bethe Ansatz Approach to the Calculation of Equilibrium and Nonequilibrium Correlations of the One-Dimensional Bose Gas, New J. Phys. 18, 045010 (2016).
- C. N. Yang and C. P. Yang, Thermodynamics of a One-Dimensional System of Bosons with Repulsive Delta-Function Interaction, J. Math. Phys. (N.Y.) 10, 1115 (1969).
- M. Rigol, Fundamental Asymmetry in Quenches between Integrable and Nonintegrable Systems, Phys. Rev. Lett. 116, 100601 (2016).
- M. Kollar and M. Eckstein, Relaxation of a One-Dimensional Mott Insulator after an Interaction Quench, Phys. Rev. A 78, 013626 (2008).
- M. Holzmann, D. M. Ceperley, C. Pierleoni, and K. Esler, Backflow Correlations for the Electron Gas and Metallic Hydrogen, Phys. Rev. E 68, 046707 (2003).
