An Ant Colony Optimization Approach for the Machine-Part Cell Formation Problem

被引:13
作者
Farahani, Mehdi Hosseinabadi [1 ]
Hosseini, Leila [1 ]
机构
[1] Univ Kurdistan, Dept Ind Engn, Sanandaj, Iran
关键词
Cellular manufacturing; Machine-part cell formation; Ant colony optimization; Heuristics; Grouping efficacy; SIMILARITY COEFFICIENT METHOD; GENETIC ALGORITHM APPROACH; GROUP TECHNOLOGY PROBLEM; MANUFACTURING SYSTEMS; CLUSTERING-ALGORITHM; FAMILIES; ASSIGNMENT; EXTENSION; MATRICES; DESIGN;
D O I
10.2991/ijcis.2011.4.4.8
中图分类号
TP18 [人工智能理论];
学科分类号
081104 ; 0812 ; 0835 ; 1405 ;
摘要
In this paper, the problem of grouping machines and parts into cells (machine-part cell formation problem) is considered with the objective of minimizing grouping efficacy. An ant colony optimization algorithm is developed to solve such problem. In the proposed algorithm, solutions are constructed in a new manner, two heuristic algorithms are used to determine part families and machine cells and the similarity between parts is used as heuristic information. The proposed algorithm is experimented on 35 test problems from the literature which shows its advantage over existing algorithms. The algorithm improves the best known values of the grouping efficacy for 5 problems.
引用
收藏
页码:486 / 496
页数:11
相关论文
共 60 条
[1]  
Ahmadizar F, 2010, INT J COMPUT INT SYS, V3, P853
[2]   A HAMILTONIAN PATH APPROACH TO REORDERING THE PART-MACHINE MATRIX FOR CELLULAR MANUFACTURING [J].
ASKIN, RG ;
CRESSWELL, SH ;
GOLDBERG, JB ;
VAKHARIA, AJ .
INTERNATIONAL JOURNAL OF PRODUCTION RESEARCH, 1991, 29 (06) :1081-1100
[3]  
ASKIN RG, 1987, INT J PROD RES, V25, P101, DOI 10.1080/00207548708919825
[4]  
BLUM C, 2002, LECT NOTES COMPUTER, P149
[5]   A LINEAR FORMULATION OF THE MACHINE-PART CELL-FORMATION PROBLEM [J].
BOCTOR, FF .
INTERNATIONAL JOURNAL OF PRODUCTION RESEARCH, 1991, 29 (02) :343-356
[6]   A CLOSE NEIGHBOR ALGORITHM FOR DESIGNING CELLULAR MANUFACTURING SYSTEMS [J].
BOE, WJ ;
CHENG, CH .
INTERNATIONAL JOURNAL OF PRODUCTION RESEARCH, 1991, 29 (10) :2097-2116
[7]   An improved ant system algorithm for the vehicle routing problem [J].
Bullnheimer, B ;
Hartl, RF ;
Strauss, C .
ANNALS OF OPERATIONS RESEARCH, 1999, 89 (0) :319-328
[8]  
Carrie A.S., 1973, International Journal of Production Research, V11, P399, DOI [10.1080/00207547308929988, DOI 10.1080/00207547308929988]
[9]  
Chan H.M., 1982, Journal of Manufacturing Systems, V1, P65, DOI [DOI 10.1016/S0278-6125(82)80068-X, 10.1016/S0278-6125(82)80068-X]
[10]   GROUPABILITY - AN ANALYSIS OF THE PROPERTIES OF BINARY DATA MATRICES FOR GROUP TECHNOLOGY [J].
CHANDRASEKHARAN, MP ;
RAJAGOPALAN, R .
INTERNATIONAL JOURNAL OF PRODUCTION RESEARCH, 1989, 27 (06) :1035-1052