Title :
A parallel Tabu search algorithm for the 0-1 multidimensional knapsack problem
Author :
Niar, Smail ; Freville, Arnaud
Author_Institution :
Univ. de Valenciennes, France
Abstract :
The 0-1 multidimensional knapsack problem (0-1 MKP) is an NP-complete problem. Its resolution for large scale instances requires a prohibitive processing time. In this paper we propose a new parallel meta-heuristic algorithm based on the Tabu search (TS) for the resolution of the 0-1 MKP. We show that, in addition to reducing execution time, parallel processing can perform automatically and dynamically the settings of some TS parameters. This last point is realized by analyzing the information given by cooperative parallel search processes, and by modifying the search processes during the execution. This approach introduces a new level where balancing between intensification and diversification can be realized
Keywords :
computational complexity; operations research; parallel algorithms; search problems; 0-1 multidimensional knapsack problem; NP-complete problem; Tabu search; cooperative parallel search processes; parallel meta-heuristic algorithm; parallel tabu search algorithm; prohibitive processing time; Concurrent computing; Cost function; Dynamic programming; Information analysis; Large-scale systems; Multidimensional systems; NP-complete problem; Parallel processing; Resource management; Yarn;
Conference_Titel :
Parallel Processing Symposium, 1997. Proceedings., 11th International
Conference_Location :
Genva
Print_ISBN :
0-8186-7793-7
DOI :
10.1109/IPPS.1997.580948