An artificial immune algorithm for the flexible job-shop scheduling problem

被引:188
作者
Bagheri, A. [2 ]
Zandieh, M. [1 ]
Mahdavi, Iraj [2 ]
Yazdani, M. [3 ]
机构
[1] Shahid Beheshti Univ, GC, Dept Ind Management, Management & Accounting Fac, Tehran, Iran
[2] Mazandaran Univ Sci & Technol, Dept Ind Engn, Babol Sar, Iran
[3] Qazvin Islamic Azad Univ, Fac Ind & Mech Engn, Qazvin, Iran
来源
FUTURE GENERATION COMPUTER SYSTEMS-THE INTERNATIONAL JOURNAL OF ESCIENCE | 2010年 / 26卷 / 04期
关键词
Scheduling; Flexible job-shop; Makespan; Artificial immune algorithm; OPTIMIZATION;
D O I
10.1016/j.future.2009.10.004
中图分类号
TP301 [理论、方法];
学科分类号
081202 ;
摘要
This article addresses the flexible job-shop scheduling problem (FJSP) to minimize makespan. The FJSP is strongly NP-hard and consists of two sub-problems. The first one is to assign each operation to a machine out of a set of capable machines, and the second one deals with sequencing the assigned operations on all machines. To solve this problem, an artificial immune algorithm (AIA) based on integrated approach is proposed. This algorithm uses several strategies for generating the initial population and selecting the individuals for reproduction. Different mutation operators are also utilized for reproducing new individuals. To show the effectiveness of the proposed method, numerical experiments by using benchmark problems are conducted. Consequently, the computational results validate the quality of the proposed approach. (C) 2009 Elsevier B.V. All rights reserved.
引用
收藏
页码:533 / 541
页数:9
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