Fitness landscape analysis for the no-wait flow-shop scheduling problem

被引:17
|
作者
Czogalla, Jens [1 ]
Fink, Andreas [1 ]
机构
[1] Helmut Schmidt Univ, Holstenhofweg 85, D-22043 Hamburg, Germany
关键词
Evolutionary computation; Combinatorial optimization problem; No-wait (continuous) flow-shop scheduling; Fitness landscape analysis; PARTICLE SWARM OPTIMIZATION; DISTANCE MEASURES; ALGORITHMS; SHOP; MINIMIZE;
D O I
10.1007/s10732-010-9155-x
中图分类号
TP18 [人工智能理论];
学科分类号
081104 ; 0812 ; 0835 ; 1405 ;
摘要
The fitness landscape of the no-wait (continuous) flow-shop scheduling problem is investigated by examining the ruggedness of the landscape and the correlation between the quality of a solution and its distance to an optimal solution. The results confirm the presence of a big valley structure as known from other combinatorial optimization problems. The suitability of the landscape for search with evolutionary computation and local search methods is discussed. The observations are validated by experiments with two evolutionary algorithms.
引用
收藏
页码:25 / 51
页数:27
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