Exploring Valleys of Aging Systems: The Spin Glass Case
arXiv:cond-mat/0302575 · doi:10.1140/epjb/e2003-00340-y
Abstract
We present a statistical method for complex energy landscape exploration which provides information on the metastable states--or valleys--actually explored by an unperturbed aging process following a quench. Energy fluctuations of record size are identified as the events which move the system from one valley to the next. This allows for a semi-analytical description in terms of log-Poisson statistics, whose main features are briefly explained. The bulk of the paper is devoted to thorough investigations of Ising spin glasses with Gaussian interactions of both short and long range, a well established paradigm for glassy dynamics. Simple scaling expressions with universal exponents for (a) barrier energies, (b) energy minima, and (c) the Hamming distance as a function of the valley index are found. The distribution of residence time inside valleys entered at age is investigated, along with the distribution of time at which the global minimum inside a valley is hit. Finally, the correlations between the minima of the landscape are presented. The results fit well into the framework of available knowledge about spin glass aging. At the same time they support a novel interpretation of thermal relaxation in complex landscapes with multiple metastable states. The marginal stability of the attractors selected is emphasized and explained in terms of geometrical properties of the landscape.
16 pages, 7 figures, RevTex v2: Corrections to argument about mean residence time in a valley v3: Corrected version, with updated figures
References in corpus (1)
Cited by in corpus (23)
- Extremal Optimization for Sherrington-Kirkpatrick Spin Glasses
- Evolution in complex systems
- Record dynamics and the observed temperature plateau in the magnetic creep rate of type II superconductors
- Intermittency, aging and record fluctuations
- Comparing extremal and thermal Explorations of Energy Landscapes
- From simple to complex networks: inherent structures, barriers and valleys in the context of spin glasses
- Aging is a log-Poisson Process, not a Renewal Process
- Aging and intermittency in a p-spin model of a glass
- How a spin-glass remembers. Memory and rejuvenation from intermittency data: an analysis of temperature shifts
- Mesoscopic fluctuations and intermittency in aging dynamics
- Mesoscopic real space structures in aging spin-glasses: the Edwards-Anderson model
- Temporal and spatial heterogeneity in aging colloids: a mesoscopic model
- Intermittent relaxation in hierarchical energy landscapes
- Record dynamics of evolving metastable systems: theory and applications
- Organization and Complexity in a Nested Hierarchical Spin-Glass like Social Space
- Barriers and local minima in energy landscapes of stochastic local search
- Adding color: Visualization of energy landscapes in spin glasses
- Extremal fluctuations driving the relaxation in glassy energy landscapes
- Obtaining Stiffness Exponents from Bond-diluted Lattice Spin Glasses
- Analysis of landscape hierarchy during coarsening and aging in Ising spin glasses
- Optimization by Record Dynamics
- Long-range Coulomb interactions and nonhydrodynamic behavior in thermal quenches in spin ice
- Extremal noise events, intermittency and Log-Poisson statistics in non-equilibrium aging of complex systems