articleTop 1% cited
Optimization by Simulated Annealing
Science · 1983 · Vol. 220(4598) · pp. 671–680
Scott Kirkpatrick✉(IBM Research - Thomas J. Watson Research Center)C. D. Gelatt(IBM Research - Thomas J. Watson Research Center)M.P. Vecchi(Instituto Venezolano de Investigaciones Científicas)
Abstract
There is a deep and useful connection between statistical mechanics (the behavior of systems with many degrees of freedom in thermal equilibrium at a finite temperature) and multivariate or combinatorial optimization (finding the minimum of a given function depending on many parameters). A detailed analogy with annealing in solids provides a framework for optimization of the properties of very large and complex systems. This connection to statistical mechanics exposes new information and provides an unfamiliar perspective on traditional optimization problems and methods.
Theoretical and Computational PhysicsAdvanced Multi-Objective Optimization AlgorithmsVLSI and FPGA Design TechniquesStatistical mechanicsSimulated annealingConnection (principal bundle)AnalogyComputer scienceOptimization problemMathematical optimizationExtremal optimizationMultivariate statisticsStatistical physics
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References
Solvable Model of a Spin-Glass
Physical Review Letters · 1975 · 4,214 citations
An Effective Heuristic Algorithm for the Traveling-Salesman Problem
Operations Research · 1973 · 3,765 citations
Equation of State Calculations by Fast Computing Machines
The Journal of Chemical Physics · 1953 · 36,613 citations
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