Adaptive temperature control for simulated annealing: a comparative study

Adaptive temperature control for simulated annealing: a comparative study

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Article ID: iaor2005727
Country: United Kingdom
Volume: 31
Issue: 14
Start Page Number: 2439
End Page Number: 2451
Publication Date: Dec 2004
Journal: Computers and Operations Research
Authors: ,
Keywords: heuristics
Abstract:

In this paper, two variations of simulated annealing method have been proposed and tested on the minimum makespan job shop scheduling problems. In the conventional simulated annealing, the temperature declines constantly, providing the search with a higher transition probability in the beginning of the search and lower probability toward the end of the search. In the first proposed method, an adaptive temperature control scheme is used that changes temperature based on the number of consecutive improving moves. In the second method, a tabu list has been added to the adaptive simulated annealing algorithm in order to avoid revisits. The performance of these two algorithms is evaluated and favorably compared with the conventional simulated annealing.

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