Generic transient memory formation in disordered systems with noise
arXiv:1101.2931 · doi:10.1103/PhysRevLett.107.010603
Abstract
Out-of-equilibrium disordered systems may form memories of external driving in a remarkable fashion. The system "remembers" multiple values from a series of training inputs yet "forgets" nearly all of them at long times despite the inputs being continually repeated. Here, learning and forgetting are inseparable aspects of a single process. The memory loss may be prevented by the addition of noise. We identify a class of systems with this behavior, giving as an example a model of non-brownian suspensions under cyclic shear.
4 pages, 3 figures
References in corpus (3)
Cited by in corpus (62)
- Memory formation in matter
- Onset of Irreversibility and Chaos in Amorphous Solids Under Periodic Shear
- Persistent memory in athermal systems in deformable energy landscapes
- Multiple transient memories in experiments on sheared non-Brownian suspensions
- Learning without neurons in physical systems
- Yielding and microstructure in a 2D jammed material under shear deformation
- Directed aging, memory and Nature's greed
- Networks and Hierarchies: How Amorphous Materials Learn to Remember
- Memory from coupled instabilities in unfolded crumpled sheets
- Strength of Mechanical Memories is Maximal at the Yield Point of a Soft Glass
- Global Memory from Local Hysteresis in an Amorphous Solid
- Unified phase diagram of reversible-irreversible, jamming and yielding transitions in cyclically sheared soft sphere packings
- Direct Visualization of Memory Effects in Artificial Spin Ice
- Multiple memory formation in glassy landscapes
- Period proliferation in periodic states in cyclically sheared jammed solids
- Ductile-to-brittle transition and yielding in soft amorphous materials: perspectives and open questions
- Multiple transient memories in sheared suspensions: robustness, structure, and routes to plasticity
- Topology of the energy landscape of sheared amorphous solids and the irreversibility transition
- Classification of the reversible-irreversible transitions in particle trajectories across the jamming transition point
- Friction-controlled entropy-stability competition in granular systems
- Relationships among structure, memory, and flow in sheared disordered materials
- Perspective on Reversible to Irreversible Transitions in Periodic Driven Many Body Systems and Future Directions For Classical and Quantum Systems
- State transition graph of the Preisach model and the role of return point memory
- Hyperuniformity with no fine tuning in sheared sedimenting suspensions
- Fragility and hysteretic creep in frictional granular jamming
- Effect of aging on the non-linear elasticity and memory formation in materials
- Role of disorder in finite-amplitude shear of a 2D jammed material
- The structure of state transition graphs in hysteresis models with return point memory: I. General Theory
- Mechanical annealing and memories in a disordered solid
- Cyclic annealing as an iterated random map
- Desynchronous Learning in a Physics-Driven Learning Network
- Mapping out the glassy landscape of a mesoscopic elastoplastic model
- Embedding Orthogonal Memories in a Colloidal Gel through Oscillatory Shear
- Giant leaps and long excursions: fluctuation mechanisms in systems with long-range memory
- Yielding and plasticity in amorphous solids
- Training, Memory and Universal Scaling in Amorphous Frictional Granular Matter
- Memory Effects in Schematic Models of Glasses Subjected to Oscillatory Deformation
- Minimal descriptions of cyclic memories
- Anisotropic super-attenuation of capillary waves on driven glass interfaces
- Dissipation indicates memory formation in driven disordered systems
- Marginal Stability Enables Memory Training in Jammed Solids
- Learning about learning by many-body systems
- Avalanches and Structural Change in Cyclically Sheared Silica Glass
- Sheared Amorphous Packings Display Two Separate Particle Transport Mechanisms
- Geometric control and memory in networks of hysteretic elements
- Drive-specific adaptation in disordered mechanical networks of bistable springs
- Inter-particle adhesion induced strong mechanical memory in a dense granular suspension
- Consequences of Anomalous Diffusion in Disordered Systems Under Cyclic Forcing
- Transition Graphs of Interacting Hysterons: Structure, Design, Organization and Statistics
- Rheology of periodically sheared suspensions undergoing reversible-irreversible transition
- Order-disorder transitions in a sheared many body system
- A model for approximately stretched-exponential relaxation with continuously varying stretching exponents
- Self-organization and memory in an disordered solid subject to random loading
- Correlation between plastic rearrangements and local structure in a cyclically driven glass
- Memory capacity of adaptive flow networks
- Scaling Theory of Giant Frictional Slips in Decompressed Granular Media
- Dynamical Spreading and Memory Retention Under Power Law Potential
- A catastrophic approach to designing interacting hysterons
- Avalanches in the Random Organization Model with long-range interactions
- Profusion of Transition Pathways for Interacting Hysterons
- Les Houches Lectures on Flow Networks in Biology
- Memories of amplitude and direction coexist and compete in non-Brownian suspensions