A new heuristic for solving the multichoice multidimensional knapsack problem

被引:55
|
作者
Parra-Hernández, R [1 ]
Dimopoulos, NJ [1 ]
机构
[1] Univ Victoria, Dept Elect & Comp Engn, Victoria, BC V8P 5C2, Canada
来源
IEEE TRANSACTIONS ON SYSTEMS MAN AND CYBERNETICS PART A-SYSTEMS AND HUMANS | 2005年 / 35卷 / 05期
关键词
heuristics; multichoice multidimensional knapsack problem (MMKP);
D O I
10.1109/TSMCA.2005.851140
中图分类号
TP3 [计算技术、计算机技术];
学科分类号
0812 ;
摘要
A new heuristic for solving the multichoice multidimensional knapsack problem (MMKP) is presented in this paper. The MMKP is first reduced to a multidimensional knapsack problem (MKP). A linear programming relaxation of the resulting MKP is solved, and a series of new values for the variables is computed. These values, pseudo-utility values, and resource value coefficients computed as well, are used in order to obtain a feasible solution for the original MMKP. Finally, the quality of the feasible solution is improved using the pseudo-utility values and the coefficient values of the objective function. Numerical results show that the performance of this approach is superior to that of previous techniques.
引用
收藏
页码:708 / 717
页数:10
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