An Improved Shuffled Frog-Leaping Algorithm for Flexible Job Shop Scheduling Problem

被引:22
作者
Kong Lu [1 ]
Li Ting [1 ]
Wang Keming [1 ]
Zhu Hanbing [1 ]
Makoto, Takano [2 ]
Yu Bin [3 ]
机构
[1] Dalian Maritime Univ, Transportat Management Coll, Dalian 116026, Peoples R China
[2] Indian Inst Technol, Dept Transportat Engn, Kharagpur 721302, W Bengal, India
[3] Beijing Jiaotong Univ, Traff & Transportat Coll, Beijing 100044, Peoples R China
关键词
local search; extremal optimization; flexible job shop scheduling problem; shuffled frog-leaping algorithm;
D O I
10.3390/a8010019
中图分类号
TP18 [人工智能理论];
学科分类号
081104 ; 0812 ; 0835 ; 1405 ;
摘要
The flexible job shop scheduling problem is a well-known combinatorial optimization problem. This paper proposes an improved shuffled frog-leaping algorithm to solve the flexible job shop scheduling problem. The algorithm possesses an adjustment sequence to design the strategy of local searching and an extremal optimization in information exchange. The computational result shows that the proposed algorithm has a powerful search capability in solving the flexible job shop scheduling problem compared with other heuristic algorithms, such as the genetic algorithm, tabu search and ant colony optimization. Moreover, the results also show that the improved strategies could improve the performance of the algorithm effectively.
引用
收藏
页码:19 / 31
页数:13
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