Simulated annealing with auxiliary knowledge for process planning optimization in reconfigurable manufacturing

被引:24
作者
Musharavati, F. [1 ]
Hamouda, A. M. S. [1 ]
机构
[1] Qatar Univ, Dept Mech & Ind Engn, Doha, Qatar
关键词
Simulated annealing (SA); Auxiliary knowledge; Heuristic knowledge; Metaknowledge; Manufacturing process planning (MPP); Reconfigurable manufacturing systems (RMS);
D O I
10.1016/j.rcim.2011.07.003
中图分类号
TP39 [计算机的应用];
学科分类号
081203 ; 0835 ;
摘要
In this paper, three simulated annealing based algorithms that exploit auxiliary knowledge in different ways are devised and employed to handle a manufacturing process planning problem for reconfigurable manufacturing. These algorithms are configured based on a generic combination of the simulated annealing technique with; (a) heuristic knowledge, and (b) metaknowledge. Capabilities of the implemented algorithms are tested and their performances compared against a basic simulated annealing algorithm. Computational and optimization performances of the implemented algorithms are investigated and analyzed for two problem sizes. Each problem size consists of five different forms of a manufacturing process planning problem. The five forms are differentiated by five alternative objective functions. Experimental results show that the implemented simulated annealing algorithms are able to converge to good solutions in reasonable time. A computational analysis indicates that significant improvements towards a better optimal solution can be gained by implementing simulated annealing based algorithms that are supported by auxiliary knowledge. (C) 2011 Elsevier Ltd. All rights reserved.
引用
收藏
页码:113 / 131
页数:19
相关论文
共 22 条
[1]  
Alba E, 2005, WILEY SER PARA DIST, P43, DOI 10.1002/0471739383.ch2
[2]  
ALLEN B, 2001, P 1 CIRP C AG REC MA
[3]   Metaheuristics in combinatorial optimization: Overview and conceptual comparison [J].
Blum, C ;
Roli, A .
ACM COMPUTING SURVEYS, 2003, 35 (03) :268-308
[4]  
Clemons WK, 2004, SER COMPUTERS OPER R, V4, P45
[5]   SIMULATED ANNEALING - A TOOL FOR OPERATIONAL-RESEARCH [J].
EGLESE, RW .
EUROPEAN JOURNAL OF OPERATIONAL RESEARCH, 1990, 46 (03) :271-281
[6]   Flexible and reconfigurable manufacturing systems paradigms [J].
ElMaraghy, Hoda A. .
INTERNATIONAL JOURNAL OF FLEXIBLE MANUFACTURING SYSTEMS, 2005, 17 (04) :261-276
[7]  
Henderson D, 2003, INT SER OPER RES MAN, V57, P287, DOI 10.1007/0-306-48056-5_10
[8]  
Hoffman A.J., 1985, TRAVELING SALESMAN P, P1
[9]  
Hromkovic J., 2004, ALGORITHMS HARD PROB
[10]  
HUANG X, 2004, THEORY ALGORITHMS CO, P4