A quantum particle swarm optimization for the 0-1 generalized knapsack sharing problem

被引:12
作者
Haddar, Boukthir [1 ]
Khemakhem, Mahdi [1 ]
Rhimi, Hamza [1 ]
Chabchoub, Habib [1 ]
机构
[1] Univ Sfax, LOGIQ, Sfax, Tunisia
关键词
Discrete optimization; Hybrid heuristic; Knapsack; Max-min optimization; Population-based heuristic; ALGORITHMS;
D O I
10.1007/s11047-014-9470-5
中图分类号
TP18 [人工智能理论];
学科分类号
081104 ; 0812 ; 0835 ; 1405 ;
摘要
This study proposes a new hybrid heuristic approach that combines the quantum particle swarm optimization (QPSO) technique with a local search phase to solve the binary generalized knapsack sharing problem (GKSP). The approach also incorporates a heuristic repair operator that uses problem-specific knowledge instead of the penalty function technique commonly used for constrained problems. This study is the first to report on the application of the QPSO method to the GKSP. The efficiency of our proposed approach was tested on a large set of instances, and the results were compared to those produced by the commercial mixed integer programming solver CPLEX 12.5 of IBM-ILOG. The Experimental results demonstrated the good performance of the QPSO in solving the GKSP.
引用
收藏
页码:153 / 164
页数:12
相关论文
共 28 条
[1]  
Abraham A., 2006, SWARM INTELLIGENT SY, P3
[2]  
[Anonymous], 2005, Fundamentals of Computational Swarm Intelligence
[3]  
[Anonymous], P 1999 C EV COMP 199
[4]   Ambulance location and relocation models [J].
Brotcorne, L ;
Laporte, G ;
Semet, F .
EUROPEAN JOURNAL OF OPERATIONAL RESEARCH, 2003, 147 (03) :451-463
[5]  
Clerc M., 2006, Particle Swarm Optimization
[6]   An exact algorithm for the knapsack sharing problem with common items [J].
Fujimoto, M ;
Yamada, T .
EUROPEAN JOURNAL OF OPERATIONAL RESEARCH, 2006, 171 (02) :693-707
[7]   Improved convergent heuristics for the 0-1 multidimensional knapsack problem [J].
Hanafi, Said ;
Wilbaut, Christophe .
ANNALS OF OPERATIONS RESEARCH, 2011, 183 (01) :125-142
[8]   Quantum computing: an introduction [J].
Hey, T .
COMPUTING & CONTROL ENGINEERING JOURNAL, 1999, 10 (03) :105-112
[9]   COMPUTING PARTITIONS WITH APPLICATIONS TO KNAPSACK PROBLEM [J].
HOROWITZ, E ;
SAHNI, S .
JOURNAL OF THE ACM, 1974, 21 (02) :277-292
[10]   Bare bones particle swarms [J].
Kennedy, J .
PROCEEDINGS OF THE 2003 IEEE SWARM INTELLIGENCE SYMPOSIUM (SIS 03), 2003, :80-87