Evaluation of Solution Quality of GRASP and Simulated Annealing+GRASP Metaheuristics in FJSP
Tadeusz Witkowski, Paweł Antczak, Arkadiusz Antczak
Abstract
Tadeusz Witkowski, Paweł Antczak, Arkadiusz Antczak
Abstract
The paper presents the comparison of solution quality between Greedy Randomized Adaptive Search Procedure (GRASP) and Simulated Annealing (SA) +GRASP metaheuristics in solving of flexible job shop problem (FJSP). Each of the production problems have been tested with metaheuristics and have been run a number of times to get the best solution. All the results have been analyzed on certain parameter of performance for the metaheuristics - makespan. Overall, testing showed that the SA+GRASP algorithm was more competitive than the GRASP algorithm in the solution quality test. The solution quality of the SA+GRASP algorithm changed to a different degree depending on the task being solved.
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The paper presents the comparison of solution quality between Greedy Randomized Adaptive Search Procedure (GRASP) and Simulated Annealing (SA) +GRASP metaheuristics in solving of flexible job shop problem (FJSP). Each of the production problems have been tested with metaheuristics and have been run a number of times to get the best solution. All the results have been analyzed on certain parameter of performance for the metaheuristics - makespan. Overall, testing showed that the SA+GRASP algorithm was more competitive than the GRASP algorithm in the solution quality test. The solution quality of the SA+GRASP algorithm changed to a different degree depending on the task being solved.
Key concepts: GRASP, Metaheuristic, Simulated annealing, Mathematical optimization, Greedy randomized adaptive search procedure, Job shop scheduling, Computer science, Quality (philosophy)