A memetic algorithm for the total tardiness single machine scheduling problem

被引:128
作者
França, PM [1 ]
Mendes, A [1 ]
Moscato, P [1 ]
机构
[1] Univ Estadual Campinas, FEEC, Fac Engn Eletr Comp, UNICAMP, BR-13081970 Campinas, SP, Brazil
基金
巴西圣保罗研究基金会;
关键词
scheduling; memetic algorithms; hybrid genetic algorithms; single machine scheduling; sequence-dependent setup times;
D O I
10.1016/S0377-2217(00)00140-5
中图分类号
C93 [管理学];
学科分类号
12 ; 1201 ; 1202 ; 120202 ;
摘要
In this paper, a new memetic algorithm (MA) for the total tardiness single machine scheduling (SMS) problem with due dates and sequence-dependent setup times is proposed. The main contributions with respect to the implementation of the hybrid population approach are a hierarchically structured population conceived as a ternary tree and the evaluation of three recombination operators. Concerning the local improvement procedure, several neighborhood reduction schemes are developed and proved to be effective when compared to the complete neighborhood. Results of computational experiments are reported for a set of randomly generated test problems, The memetic approach and a pure genetic algorithm (GA) version are compared with a multiple start algorithm that employs the all-pairs neighborhood as well as two constructive heuristics. (C) 2001 Elsevier Science B.V. All rights reserved.
引用
收藏
页码:224 / 242
页数:19
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