Improved extremal optimization for the Ising spin glass
arXiv:cond-mat/0402295 · doi:10.1103/PhysRevE.69.055701
Abstract
A version of the extremal optimization (EO) algorithm introduced by Boettcher and Percus is tested on 2D and 3D spin glasses with Gaussian disorder. EO preferentially flips spins that are locally ``unfit''; the variant introduced here reduces the probability to flip previously selected spins. Relative to EO, this adaptive algorithm finds exact ground states with a speed-up of order () for - (-) spin samples. This speed-up increases rapidly with system size, making this heuristic a useful tool in the study of materials with quenched disorder.
4 pages, 3 color figs; minor text changes and new data point in v. 2
References in corpus (7)
- An efficient, multiple range random walk algorithm to calculate the density of states
- Optimization with Extremal Dynamics
- Nature's Way of Optimizing
- Simplest random K-satisfiability problem
- Calculation of ground states of four-dimensional +or- J Ising spin glasses
- Renormalization for Discrete Optimization
- Low Energy Excitations in Spin Glasses from Exact Ground States
Cited by in corpus (18)
- Extremal Optimization for Sherrington-Kirkpatrick Spin Glasses
- Seeking Quantum Speedup Through Spin Glasses: The Good, the Bad, and the Ugly
- Comparing Monte Carlo methods for finding ground states of Ising spin glasses: population annealing, simulated annealing and parallel tempering
- Continuous extremal optimization for Lennard-Jones Clusters
- Hysteretic optimization for the Sherrington-Kirkpatrick spin glass
- A quantum speedup in machine learning: Finding a N-bit Boolean function for a classification
- Comparing extremal and thermal Explorations of Energy Landscapes
- Analysis of the Relation between Quadratic Unconstrained Binary Optimization (QUBO) and the Spin Glass Ground-State Problem
- Optimizing at the Ergodic Edge
- Novel disordering mechanism in ferromagnetic systems with competing interactions
- Extremal optimization for sensor report pre-processing
- Numerical Results for Spin Glass Ground States on Bethe Lattices: Gaussian Bonds
- Inference from Matrix Products: A Heuristic Spin Glass Algorithm
- Different Environmental Conditions in Genetic Algorithm
- Random-field-induced disordering mechanism in a disordered ferromagnet: Between the Imry-Ma and the standard disordering mechanism
- Obtaining Stiffness Exponents from Bond-diluted Lattice Spin Glasses
- Charge avalanches and depinning in the Coulomb glass: The role of long-range interactions
- Ground states of 2d +-J Ising spin glasses via stationary Fokker-Planck sampling