A fast method for generalized starting temperature determination in homogeneous two-stage simulated annealing systems

A fast method for generalized starting temperature determination in homogeneous two-stage simulated annealing systems

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Article ID: iaor20001776
Country: United Kingdom
Volume: 26
Issue: 5
Start Page Number: 481
End Page Number: 503
Publication Date: Apr 1999
Journal: Computers and Operations Research
Authors: ,
Keywords: heuristics, programming: travelling salesman
Abstract:

We propose a method for determining the starting temperature in two-stage simulated annealing systems utilizing traditional homogeneous temperature schedules. While most previous work in this area has focused on ad hoc experimentally derived constant starting temperatures for the low-temperature annealing phase, this investigation presents a method for generalized starting temperature determination for the aforementioned class of two-stage simulated annealing systems. We have tested our method on three NP-hard optimization problems using both classic and adaptive homogeneous cooling schedules. The experimental results have been consistently very good – on average the running time is halved when using an adaptive cooling schedule and reduced by a third in the case of the classic schedule – with no average loss in solution quality.

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