Efficient representation of fully many-body localized systems using tensor networks
arXiv:1609.01552 · doi:10.1103/PhysRevX.7.021018
Abstract
We propose a tensor network encoding the set of all eigenstates of a fully many-body localized system in one dimension. Our construction, conceptually based on the ansatz introduced in Phys. Rev. B 94, 041116(R) (2016), is built from two layers of unitary matrices which act on blocks of contiguous sites. We argue this yields an exponential reduction in computational time and memory requirement as compared to all previous approaches for finding a representation of the complete eigenspectrum of large many-body localized systems with a given accuracy. Concretely, we optimize the unitaries by minimizing the magnitude of the commutator of the approximate integrals of motion and the Hamiltonian, which can be done in a local fashion. This further reduces the computational complexity of the tensor networks arising in the minimization process compared to previous work. We test the accuracy of our method by comparing the approximate energy spectrum to exact diagonalization results for the random field Heisenberg model on 16 sites. We find that the technique is highly accurate deep in the localized regime and maintains a surprising degree of accuracy in predicting certain local quantities even in the vicinity of the predicted dynamical phase transition. To demonstrate the power of our technique, we study a system of 72 sites and we are able to see clear signatures of the phase transition. Our work opens a new avenue to study properties of the many-body localization transition in large systems.
Version 2, 16 pages, 16 figures. Larger systems and greater efficiency
References in corpus (19)
- The density-matrix renormalization group in the age of matrix product states
- Many body localization and thermalization in quantum statistical mechanics
- Localization of interacting fermions at high temperature
- Matrix Product States, Projected Entangled Pair States, and variational renormalization group methods for quantum spin systems
- Many-body localization edge in the random-field Heisenberg chain
- Exploring the many-body localization transition in two dimensions
- Many body localization in Heisenberg XXZ magnet in a random field
- Phenomenology of fully many-body-localized systems
- Matrix product states represent ground states faithfully
- Integrals of motion in the Many-Body localized phase
- Entropy scaling and simulability by Matrix Product States
- Constructing local integrals of motion in the many-body localized phase
- Diagonalization and Many-Body Localization for a Disordered Quantum Spin Chain
- Many-body mobility edge in a mean-field quantum spin glass
- Many-body localisation implies that eigenvectors are matrix-product states
- Power-Law Entanglement Spectrum in Many-Body Localized Phases
- Matrix Product States: Symmetries and Two-Body Hamiltonians
- Many-body localization beyond eigenstates in all dimensions
- Spectral tensor networks for many-body localization
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- Many-Body Localization in the Age of Classical Computing
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- Many-body Localization Transition: Schmidt Gap, Entanglement Length & Scaling
- Contracting projected entangled pair states is average-case hard
- Stability of many-body localization in Floquet systems
- Transition to a many-body localized regime in a two-dimensional disordered quantum dimer model
- Universality in Anderson localization on random graphs with varying connectivity
- Behavior of l-bits near the many-body localization transition
- Construction of exact constants of motion and effective models for many-body localized systems
- Conversion of projected entangled pair states into a canonical form
- Many-body localization transition in large quantum spin chains: The mobility edge
- Exploring one particle orbitals in large Many-Body Localized systems
- Probing many-body localization on a noisy quantum computer
- Numerical evidence for many-body localization in two and three dimensions
- Non-thermalized Dynamics of Flat-Band Many-Body Localization
- Obtaining highly excited eigenstates of the localized XX chain via DMRG-X
- Extracting many body localization lengths with an imaginary vector potential
- Many-body localization as a large family of localized ground states
- Local integrals of motion detection of localization-protected topological order
- Local Integrals of Motion for Topologically Ordered Many-Body Localized Systems
- Catching thermal avalanches in the disordered XXZ model
- Many-Body Localization and Level Repulsion
- Comparing many-body localization lengths via non-perturbative construction of local integrals of motion
- Almost-conserved operators in nearly many-body localized systems
- Many-body delocalization from embedded thermal inclusion
- Numerical linked cluster expansions for inhomogeneous systems
- Optimization schemes for unitary tensor-network circuit
- Beyond many-body localized states in a spin-disordered Hubbard model with pseudo-spin symmetry
- Local integrals of motion in the two-site Anderson-Hubbard model
- Approximating observables on eigenstates of large many-body localized systems
- Classification of symmetry-protected topological phases in two-dimensional many body-localized systems
- Tensor networks demonstrate the robustness of localization and symmetry protected topological phases
- Classification of symmetry-protected topological many-body localized phases in one dimension
- Many-body localization in one dimensional optical lattice with speckle disorder
- Nonstabilizerness dynamics in many-body localized systems
- Quantum supremacy and quantum phase transitions
- Structural properties of local integrals of motion across the many-body localization transition via a fast and efficient method for their construction
- Many-body localization crossover is sharper in quasiperiodic spin chains
- Many-body-localization protection of eigenstate topological order in two dimensions
- Probing Hilbert space fragmentation and the block inverse participation ratio
- Non-equilibrium boundary driven quantum systems: models, methods and properties
- Coarse-grained spectral projection (CGSP): a deep learning-assisted approach to quantum unitary dynamics
- Boosting entanglement growth of many-body localization by superpositions of disorder
- Renormalization view on resonance proliferation between many-body localized phases
- Quantum Circuits Reproduce Experimental Two-dimensional Many-body Localization Transition Point
- Localization and interactions in topological and non-topological bands in two dimensions
- Fast Tensor Disentangling Algorithm
- Two-dimensional many-body localized systems coupled to a heat bath