Quantum reservoir probing of quantum phase transitions
arXiv:2402.07097 · doi:10.1038/s41467-025-58751-0
Abstract
Quantum phase transitions are highly remarkable phenomena manifesting in quantum many-body systems. However, their precise identifications in equilibrium systems pose significant theoretical and experimental challenges. Thus far, dynamical detection protocols employing global quantum quenches have been proposed, wherein transitions are discerned via global nonequilibrium excitations. In this work, we demonstrate that quantum phase transitions can be detected through localized out-of-equilibrium excitations induced by local quantum quenches. While the resulting dynamics after the quench is influenced by both the local quench operation and the intrinsic dynamics of the quantum system, the effects of the former are exclusively extracted using the cutting-edge framework called quantum reservoir probing (QRP). Through the QRP, we find that the impacts of the local quenches vary across different quantum phases and are significantly suppressed by quantum fluctuations amplified near quantum critical points; consequently, phase boundaries are precisely delineated. We demonstrate that the QRP can detect quantum phase transitions in the paradigmatic integrable and nonintegrable quantum spin systems, and even topological quantum phase transitions, all within the identical framework employing local quantum quenches and single-site observables.
15 pages, 9 figures
References in corpus (49)
- Many-Body Physics with Ultracold Gases
- Anyons in an exactly solved model and beyond
- The density-matrix renormalization group
- Probing many-body dynamics on a 51-atom quantum simulator
- Recent Advances in Physical Reservoir Computing: A Review
- Observation of many-body localization of interacting fermions in a quasi-random optical lattice
- Entanglement spectrum of a topological phase in one dimension
- The ITensor Software Library for Tensor Network Calculations
- Observation of discrete time-crystalline order in a disordered dipolar many-body system
- Time-dependent variational principle for quantum lattices
- Symmetry protection of topological order in one-dimensional quantum spin systems
- Unifying time evolution and optimization with matrix product states
- Non-local propagation of correlations in long-range interacting quantum systems
- Quantum criticality in an Ising chain: experimental evidence for emergent E8 symmetry
- Many-body interferometry of a Rydberg-dressed spin lattice
- Harnessing disordered quantum dynamics for machine learning
- String order and symmetries in quantum spin lattices
- Dynamical phase transitions after quenches in non-integrable models
- Coherent many-body spin dynamics in a long-range interacting Ising chain
- One-Dimensional Symmetry Protected Topological Phases and their Transitions
- Probing quench dynamics across a quantum phase transition into a 2D Ising antiferromagnet
- Detecting equilibrium and dynamical quantum phase transitions in Ising chains via out-of-time-ordered correlators
- Quantum phase transitions in matrix product systems
- Topology and edge modes in quantum critical chains
- Experimental Observation of Equilibrium and Dynamical Quantum Phase Transitions via Out-of-Time-Ordered Correlators
- Time Dependent Variational Principle with Ancillary Krylov Subspace
- Statistical mechanics of the Cluster-Ising model
- Quantum phase transition between cluster and antiferromagnetic states
- Crossing a topological phase transition with a quantum computer
- Phase transitions and localizable entanglement in cluster-state spin chains with Ising couplings and local fields
- Detection of quantum phases via out-of-time-order correlators
- Probing ground-state phase transitions through quench dynamics
- Density Matrix Renormalization Group Study of the Disorder Line in the Quantum ANNNI Model
- Spreading of Correlations and Entanglement in the Long-Range Transverse Ising Chain
- Signatures of quantum phase transitions after quenches in quantum chaotic one-dimensional systems
- Signature of a Continuous Quantum Phase Transition in Nonequilibrium Energy Absorption: Footprints of Criticality on Highly Excited States
- Floating Phase in 1D Transverse ANNNI Model
- Topologically induced prescrambling and dynamical detection of topological phase transitions at infinite temperature
- Locating topological phase transitions using nonequilibrium signatures in local bulk observables
- Local quench spectroscopy of many-body quantum systems
- Dynamical Scaling Laws of Out-of-Time-Ordered Correlators
- Out-of-Time-Order Correlation as a Witness for Topological Phase Transitions
- A simple theory for quantum quenches in the ANNNI model
- Quench Spectroscopy of a Disordered Quantum System
- Finding the phase diagram of strongly-correlated disordered bosons using quantum quenches
- Detecting quantum phase transitions in the quasi-stationary regime of Ising chains
- Predicting topological quantum phase transition from dynamics via multisite entanglement
- Probing dynamical criticality near quantum phase transitions
- Thermally-robust spatiotemporal parallel reservoir computing by frequency filtering in frustrated magnets
Cited by in corpus (6)
- Quantum reservoir computing on random regular graphs
- Quantum reservoir probing: an inverse paradigm of quantum reservoir computing for exploring quantum many-body physics
- Unsupervised Detection of Topological Phase Transitions with a Quantum Reservoir
- High-Accuracy Temporal Prediction via Experimental Quantum Reservoir Computing in Correlated Spins
- Edge of Many-Body Quantum Chaos in Quantum Reservoir Computing
- Shift of quantum critical point of discrete time crystal on a noisy quantum simulator