Bang-bang preparation of quantum many-body ground states in two dimensions: optimization of the algorithm with a two-dimensional tensor network
arXiv:2401.09158 · doi:10.1103/PhysRevB.109.235124
Abstract
A bang-bang (BB) algorithm prepares the ground state of a two-dimensional (2D) quantum many-body Hamiltonian by evolving an initial product state alternating between and . We use the neighborhood tensor update to simulate the BB evolution with an infinite pair-entangled projected state (iPEPS). The alternating sequence is optimized with the final energy as a cost function. The energy is calculated with the tangent space methods for the sake of their stability. The method is benchmarked in the 2D transverse field quantum Ising model near its quantum critical point against a ground state obtained by variational optimization of the iPEPS. The optimal BB sequence differs non-perturbatively from a sequence simulating quantum annealing or adiabatic preparation (AP) of the ground state. The optimal BB energy converges with the number of bangs much faster than the optimal AP energy.
9 pages, 10 figures
References in corpus (24)
- Variational Quantum Algorithms
- Matrix Product States, Projected Entangled Pair States, and variational renormalization group methods for quantum spin systems
- A class of quantum many-body states that can be efficiently simulated
- Classical simulation of infinite-size quantum lattice systems in two spatial dimensions
- Universal adiabatic dynamics across a quantum critical point
- Accurate determination of tensor network state of quantum lattice models in two dimensions
- Tensor-entanglement renormalization group approach to 2D quantum systems
- Counterdiabaticity and the quantum approximate optimization algorithm
- Quantum phase transition dynamics in the two-dimensional transverse-field Ising model
- Developments in the Tensor Network -- from Statistical Mechanics to Quantum Entanglement
- Focus on Shortcuts to Adiabaticity
- Effective Theory of Magnetization Plateaux in the Shastry-Sutherland Lattice
- Simulation of three-dimensional quantum systems with projected entangled-pair states
- Evaluation of time-dependent correlators after a local quench in iPEPS: hole motion in the t-J model
- Time evolution of an infinite projected entangled pair state: a neighborhood tensor update
- Variational methods for contracting projected entangled-pair states
- Tensor-network study of correlation-spreading dynamics in the two-dimensional Bose-Hubbard model
- Finite temperature tensor network study of the Hubbard model on an infinite square lattice
- Time evolution of an infinite projected entangled pair state: a gradient tensor update in the tangent space
- Tensor network simulation of the quantum Kibble-Zurek quench from the Mott to superfluid phase in the two-dimensional Bose-Hubbard model
- Simulation of many body localization and time crystals in two dimensions with the neighborhood tensor update
- Dynamics of correlation spreading in low-dimensional transverse-field Ising models
- Efficient Representation of Minimally Entangled Typical Thermal States in two dimensions via Projected Entangled Pair States
- Bang-bang algorithms for quantum many-body ground states: a tensor network exploration