Aarts E.H.L., Korst J.H.M., van Laarhoven P.J.M. — A Quantitative Analysis of the Simulated Annealing Algorithm: A Case Study for the Traveling Salesman Problem
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Название: A Quantitative Analysis of the Simulated Annealing Algorithm: A Case Study for the Traveling Salesman Problem
Авторы: Aarts E.H.L., Korst J.H.M., van Laarhoven P.J.M.
Аннотация:
Journal of Statistical Physics, Vol. 50, Nos. 1/2, 1988. p. 187-206.
A quantitative study is presented of the typical behavior of the simulated annealing algorithm based on a cooling schedule presented previously by the authors. The study is based on the analysis of numerical results obtained by systematically applying the algorithm to a 100-city traveling salesman problem. The expectation and the variance of the cost are analyzed as a function of the control parameter of the cooling schedule. A semiempirical average-case performance analysis is presented from which estimates are obtained on the expectation of the average final result obtained by the simulated annealing algorithm as a function of the distance parameter, which determines the decrement of the control parameter.