A memetic genetic algorithm for the vertex p-center problem

被引:26
作者
Pullan, Wayne [1 ]
机构
[1] Griffith Univ, Sch Informat & Commun Technol, Gold Coast, Qld, Australia
关键词
memetic genetic algorithms; combinatorial optimization;
D O I
10.1162/evco.2008.16.3.417
中图分类号
TP18 [人工智能理论];
学科分类号
081104 ; 0812 ; 0835 ; 1405 ;
摘要
The p-center problem is one of choosing p facilities from a set of candidates to satisfy the demands of n clients in order to minimize the maximum cost between a client and the facility to which it is assigned. In this article, PBS, a population based meta-heuristic for the p-center problem, is described. PBS is a genetic algorithm based meta-heuristic that uses phenotype crossover and directed mutation operators to generate new starting points for a local search. For larger p-center instances, PBS is able to effectively utilize a number of computer processors. It is shown empirically that PBS has comparable performance to state-of-the-art exact and approximate algorithms for a range of p-center benchmark instances.
引用
收藏
页码:417 / 436
页数:20
相关论文
共 27 条
[1]  
Al-Khedhairi A., 2005, J MATH MODELLING ALG, V4, P129, DOI DOI 10.1007/S10852-004-4072-3
[2]   A NOTE ON SOLVING LARGE P-MEDIAN PROBLEMS [J].
BEASLEY, JE .
EUROPEAN JOURNAL OF OPERATIONAL RESEARCH, 1985, 21 (02) :270-273
[3]  
CHENG T, 2007, COMPUTERS OPERATIONS, V4, P2215
[4]   Cooperative parallel variable neighborhood search for the p-median [J].
Crainic, TG ;
Gendreau, M ;
Hansen, P ;
Mladenovic, N .
JOURNAL OF HEURISTICS, 2004, 10 (03) :293-314
[5]  
Daskin M. S., 2000, COMMUNICATIONS OPERA, V45, P428
[6]  
DASKINS M, 1995, NETWORK DISCRETE LOC
[7]   A new formulation and resolution method for the p-center problem [J].
Elloumi, S ;
Labbé, M ;
Pochet, Y .
INFORMS JOURNAL ON COMPUTING, 2004, 16 (01) :84-94
[8]   Variable neighborhood decomposition search [J].
Hansen, P ;
Mladenovic, N ;
Perez-Britos, D .
JOURNAL OF HEURISTICS, 2001, 7 (04) :335-350
[9]   Lexicographic local search and the p-center problem [J].
Hassin, R ;
Levin, A ;
Morad, D .
EUROPEAN JOURNAL OF OPERATIONAL RESEARCH, 2003, 151 (02) :265-279
[10]   A BEST POSSIBLE HEURISTIC FOR THE K-CENTER PROBLEM [J].
HOCHBAUM, DS ;
SHMOYS, DB .
MATHEMATICS OF OPERATIONS RESEARCH, 1985, 10 (02) :180-184