Simulated Annealing Algorithm for the Weighted Unrelated Parallel Machines Problem
In this paper, a solution is presented to the unrelated parallel machines problem that minimizes the total weighted completion time. Simulated annealing is applied to the problem, which is modeled as a weighted bipartite matching problem. Experimental results with benchmarks are presented, evaluatin...
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| Published in | CERMA 2009 : 2009 Electronics, Robotics and Automotive Mechanics Conference : proceedings, 22-25 September 2009, Cuernavaca, Morelos, Mexico pp. 94 - 99 |
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| Main Authors | , , , |
| Format | Conference Proceeding |
| Language | English |
| Published |
IEEE
01.09.2009
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| Subjects | |
| Online Access | Get full text |
| ISBN | 9780769537993 0769537995 |
| DOI | 10.1109/CERMA.2009.46 |
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| Abstract | In this paper, a solution is presented to the unrelated parallel machines problem that minimizes the total weighted completion time. Simulated annealing is applied to the problem, which is modeled as a weighted bipartite matching problem. Experimental results with benchmarks are presented, evaluating the efficiency and efficacy of the algorithm. It is then compared with an exact algorithm that solves the pondered model of integer linear programming. The results demonstrate that simulated annealing algorithm has high performance because for all the evaluated instances, it finds the optimum global solution. |
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| AbstractList | In this paper, a solution is presented to the unrelated parallel machines problem that minimizes the total weighted completion time. Simulated annealing is applied to the problem, which is modeled as a weighted bipartite matching problem. Experimental results with benchmarks are presented, evaluating the efficiency and efficacy of the algorithm. It is then compared with an exact algorithm that solves the pondered model of integer linear programming. The results demonstrate that simulated annealing algorithm has high performance because for all the evaluated instances, it finds the optimum global solution. |
| Author | Avila-Melgar, E.Y. Cruz-Chavez, M.A. Martinez-Oropeza, A. Juarez-Perez, F. |
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| PublicationTitle | CERMA 2009 : 2009 Electronics, Robotics and Automotive Mechanics Conference : proceedings, 22-25 September 2009, Cuernavaca, Morelos, Mexico |
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| Snippet | In this paper, a solution is presented to the unrelated parallel machines problem that minimizes the total weighted completion time. Simulated annealing is... |
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| SubjectTerms | Ant colony optimization Integer linear programming Iterative algorithms Job shop scheduling Linear programming Manufacturing industries Parallel machines Processor scheduling Scheduling algorithm Simulated annealing |
| Title | Simulated Annealing Algorithm for the Weighted Unrelated Parallel Machines Problem |
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