Title :
Makespan minimization on parallel processors: an immune-based approach
Author :
Costa, A.M. ; Vargas, P.A. ; Zuben, F. J Von ; Franca, P.M.
Author_Institution :
Sch. of Electr. & Comput. Eng., Univ. Estadual de Campinas, Sao Paulo, Brazil
Abstract :
This work deals with the problem of scheduling jobs to identical parallel processors with the goal of minimizing the completion time of the last processor to finish its execution (makespan). This problem is known to be NP-Hard. The algorithm proposed here is inspired by the immune systems of vertebrate animals. The advantage of combinatorial optimization algorithms based on artificial immune systems is the inherent ability to preserve a diverse set of near-optimal solutions along the search. The results produced by the method are compared with results of classical heuristics
Keywords :
evolutionary computation; optimisation; processor scheduling; search problems; NP-Hard; combinatorial optimization; identical parallel processors; immune systems; makespan minimization; scheduling jobs; scheduling processors; search algorithm; Animals; Artificial immune systems; Concurrent computing; Genetics; Immune system; Polynomials; Processor scheduling; Scheduling algorithm; Sorting; Testing;
Conference_Titel :
Evolutionary Computation, 2002. CEC '02. Proceedings of the 2002 Congress on
Conference_Location :
Honolulu, HI
Print_ISBN :
0-7803-7282-4
DOI :
10.1109/CEC.2002.1007048