One-dimensional many-body entangled open quantum systems with tensor network methods
arXiv:1804.09796 · doi:10.1088/2058-9565/aae724
Abstract
We present a collection of methods to simulate entangled dynamics of open quantum systems governed by the Lindblad equation with tensor network methods. Tensor network methods using matrix product states have been proven very useful to simulate many-body quantum systems and have driven many innovations in research. Since the matrix product state design is tailored for closed one-dimensional systems governed by the Schrödinger equation, the next step for many-body quantum dynamics is the simulation of open quantum systems. We review the three dominant approaches to the simulation of open quantum systems via the Lindblad master equation: quantum trajectories, matrix product density operators, and locally purified tensor networks. Selected examples guide possible applications of the methods and serve moreover as a benchmark between the techniques. These examples include the finite temperature states of the transverse quantum Ising model, the dynamics of an exciton traveling under the influence of spontaneous emission and dephasing, and a double-well potential simulated with the Bose-Hubbard model including dephasing. We analyze which approach is favorable leading to the conclusion that a complete set of all three methods is most beneficial, push- ing the limits of different scenarios. The convergence studies using analytical results for macroscopic variables and exact diagonalization methods as comparison, show, for example, that matrix product density operators are favorable for the exciton problem in our study. All three methods access the same library, i.e., the software package Open Source Matrix Product States, allowing us to have a meaningful comparison between the approaches based on the selected examples. For example, tensor operations are accessed from the same subroutines and with the same optimization eliminating one possible bias in a comparison of such numerical methods.
24 pages, 8 figures. Small extension of time evolution section and moving quantum simulators to introduction in comparison to v1
References in corpus (40)
- The density-matrix renormalization group in the age of matrix product states
- The density-matrix renormalization group
- Area laws for the entanglement entropy - a review
- A Practical Introduction to Tensor Networks: Matrix Product States and Projected Entangled Pair States
- Matrix Product States, Projected Entangled Pair States, and variational renormalization group methods for quantum spin systems
- Quantum States and Phases in Driven Open Quantum Systems with Cold Atoms
- Matrix Product Density Operators: Simulation of finite-T and dissipative systems
- An Open-System Quantum Simulator with Trapped Ions
- Quantum trajectories and open many-body quantum systems
- Open Quantum Systems. An Introduction
- A class of quantum many-body states that can be efficiently simulated
- Time-dependent variational principle for quantum lattices
- A Rydberg Quantum Simulator
- Unifying time evolution and optimization with matrix product states
- Preparation of Entangled States by Quantum Markov Processes
- Mixed-state dynamics in one-dimensional quantum lattice systems: a time-dependent superoperator renormalization algorithm
- Classical simulation of quantum many-body systems with a tree tensor network
- Quantum acoustics with superconducting qubits
- Matrix product operator representations
- Time-evolving a matrix product state with long-ranged interactions
- Minimally Entangled Typical Thermal State Algorithms
- Exact nonequilibrium steady state of a strongly driven open XXZ chain
- Quantum simulation of open-system dynamical maps with trapped ions
- Variational Matrix Product Operators for the Steady State of Dissipative Quantum Systems
- Variational principle for steady states of dissipative quantum many-body systems
- A positive tensor network approach for simulating open quantum many-body systems
- Time evolution algorithms for Matrix Product States and DMRG
- A simple tensor network algorithm for two-dimensional steady states
- A Matrix-Product-Operator Approach to the Nonequilibrium Steady State of Driven-Dissipative Quantum Arrays
- Dynamic properties of the one-dimensional Bose-Hubbard model
- Matrix product operators and states: NP-hardness and undecidability
- The Dissipative Bose-Hubbard Model. Methods and Examples
- Open source Matrix Product States: Opening ways to simulate entangled many-body quantum systems in one dimension
- A stochastic approach to open quantum systems
- Heating dynamics of bosonic atoms in a noisy optical lattice
- Interfacing planar superconducting qubits with high overtone bulk acoustic phonons
- Fundamental limitations in the purifications of tensor networks
- Time evolution of open quantum many-body systems
- Engineering and Manipulating Exciton Wave Packets
- Control of Exciton Transport using Quantum Interference
Cited by in corpus (54)
- Neural-Network Approach to Dissipative Quantum Many-Body Dynamics
- Engineered Dissipation for Quantum Information Science
- Variational neural network ansatz for steady states in open quantum systems
- Encoding of Matrix Product States into Quantum Circuits of One- and Two-Qubit Gates
- Autoregressive Transformer Neural Network for Simulating Open Quantum Systems via a Probabilistic Formulation
- Is quantum computing green? An estimate for an energy-efficiency quantum advantage
- Yang-Baxter integrable Lindblad equations
- Quantum contact process
- Characterizing a non-equilibrium phase transition on a quantum computer
- Open System Tensor Networks and Kramers' Crossover for Quantum Transport
- Non-equilibrium phase transitions in -dimensional quantum cellular automata with controllable quantum correlations
- Kinetically Constrained Quantum Dynamics in Superconducting Circuits
- Numerical Simulation of Critical Dissipative Non-Equilibrium Quantum Systems with an Absorbing State
- Non-reciprocal dynamics and the non-Hermitian skin effect of repulsively bound pairs
- Optimal stochastic unraveling of disordered open quantum systems: application to driven-dissipative photonic lattices
- Dissipative prethermal discrete time crystal
- Theoretical methods to treat a single dissipative bosonic mode coupled globally to an interacting many body system
- Dynamics of the order-parameter statistics in the long-range Ising model
- Kibble-Zurek scaling of the one-dimensional Bose-Hubbard model at finite temperatures
- Neural Projected Quantum Dynamics: a systematic study
- Variational quantum algorithms for scanning the complex spectrum of non-Hermitian systems
- Monitored long-range interacting systems: spin-wave theory for quantum trajectories
- Quantum jumps in driven-dissipative disordered many-body systems
- Dissipation assisted Thouless pumping in the Rice-Mele model
- Waiting-times statistics in boundary driven free fermion chains
- Dissipative Symmetry-Protected Topological Order
- Thermalization of long range Ising model in different dynamical regimes: a full counting statistics approach
- Ab-initio tree-tensor-network digital twin for quantum computer benchmarking in 2D
- Efficient separation of quantum from classical correlations for mixed states with a fixed charge
- Certifying steady-state properties of open quantum systems
- Time- and frequency-domain two-particle correlations of a driven dissipative Bose-Hubbard model
- Tensor-network approach to thermalization in open quantum many-body systems
- State Diagrams to determine Tree Tensor Network Operators
- Entanglement control of two-level atoms in dissipative cavities
- Large-scale stochastic simulation of open quantum systems
- Finite-temperature Rydberg arrays: quantum phases and entanglement characterization
- Tensor-network-based variational Monte Carlo approach to the non-equilibrium steady state of open quantum systems
- Time-dependent variational principle for open quantum systems with artificial neural networks
- Survey on Computational Applications of Tensor Network Simulations
- Optimisation of ultrafast singlet fission in 1D rings towards unit efficiency
- Dynamical deconfinement transition driven by density of excitations
- Tomography-assisted noisy quantum circuit simulator using matrix product density operators
- Optimal sampling of tensor networks targeting wave function's fast decaying tails
- Unraveling screening mechanisms in Kondo impurities using an NRG-MPS-based method
- Numerically exact quantum dynamics with tensor networks: Predicting the decoherence of interacting spin systems
- Entanglement transitions in a boundary-driven open quantum many-body system
- The Software Landscape for the Density Matrix Renormalization Group
- Dissipative Yao-Lee Spin-Orbital Model: Exact Solvability and Symmetry Breaking
- Numerically efficient unitary evolution for Hamiltonians beyond nearest-neighbors
- Fully differentiable optimization protocols for non-equilibrium steady states
- Simulation of the Dissipative Dynamics of Strongly Interacting NV Centers with Tensor Networks
- A solvable model for strongly interacting nonequilibrium excitons
- Chaos and quantum regimes in -photon driven, dissipative bosonic chains
- Locally Purified Maximally Mixed States At Scale: Entanglement Pruning and Symmetries