IDENTICAL PARALLEL MACHINES SCHEDULING USING GENETIC ALGORITHM
Minimizing the scheduling production time consider one of the most important factors forcompanies which their objectives is achieve the maximum profits. This paper studies theidentical parallel machine scheduling problem which involves the assignment numbers ofjob (N) to set of identical parallel ma...
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Published in: | The Iraqi journal for mechanical and materials engineering. Vol. 18; no. 2; pp. 321 - 330 |
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Format: | Journal Article |
Language: | Arabic English |
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University of Babylon, Iraq Babil Engineering Collage
04-08-2018
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Abstract | Minimizing the scheduling production time consider one of the most important factors forcompanies which their objectives is achieve the maximum profits. This paper studies theidentical parallel machine scheduling problem which involves the assignment numbers ofjob (N) to set of identical parallel machine (M) in order to minimize the makespan(maximum completion time of all job). There are numerous troubles in solving the largesize of “parallel machine scheduling” problem with an excessive jobs and machines, sothe genetic algorithm was proposed in this paper which is consider an efficient algorithmthat fits larger size of identical “parallel machine scheduling” for minimizing themakespan. Most studies in the scheduling field suppose setup time is insignificant orincluded in the processing time, in this paper both the sequence independent setup timesand processing time were considered. The solutions of algorithms are coding in(MATLAB). A numerical example of (11) jobs are schedule on (3) machines todemonstrative the effectiveness of algorithm solution. The result show the algorithm caneffectively solve large size of scheduling problem and given the best schedule withminimum makespan. |
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AbstractList | Minimizing the scheduling production time consider one of the most important factors forcompanies which their objectives is achieve the maximum profits. This paper studies theidentical parallel machine scheduling problem which involves the assignment numbers ofjob (N) to set of identical parallel machine (M) in order to minimize the makespan(maximum completion time of all job). There are numerous troubles in solving the largesize of “parallel machine scheduling” problem with an excessive jobs and machines, sothe genetic algorithm was proposed in this paper which is consider an efficient algorithmthat fits larger size of identical “parallel machine scheduling” for minimizing themakespan. Most studies in the scheduling field suppose setup time is insignificant orincluded in the processing time, in this paper both the sequence independent setup timesand processing time were considered. The solutions of algorithms are coding in(MATLAB). A numerical example of (11) jobs are schedule on (3) machines todemonstrative the effectiveness of algorithm solution. The result show the algorithm caneffectively solve large size of scheduling problem and given the best schedule withminimum makespan. Minimizing the scheduling production time consider one of the most important factors for companies which their objectives is achieve the maximum profits. This paper studies the identical parallel machine scheduling problem which involves the assignment numbers of job (N) to set of identical parallel machine (M) in order to minimize the makespan (maximum completion time of all job). There are numerous troubles in solving the large size of “parallel machine scheduling” problem with an excessive jobs and machines, so the genetic algorithm was proposed in this paper which is consider an efficient algorithm that fits larger size of identical “parallel machine scheduling” for minimizing the makespan. Most studies in the scheduling field suppose setup time is insignificant or included in the processing time, in this paper both the sequence independent setup times and processing time were considered. The solutions of algorithms are coding in (MATLAB). A numerical example of (11) jobs are schedule on (3) machines to demonstrative the effectiveness of algorithm solution. The result show the algorithm can effectively solve large size of scheduling problem and given the best schedule with minimum makespan. |
Author | Haleel, Aseel J |
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SubjectTerms | Genetic algorithm Job schedule Makespan Parallel machine Setup time |
Title | IDENTICAL PARALLEL MACHINES SCHEDULING USING GENETIC ALGORITHM |
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