Two Parallel-Machine Scheduling Problems with Function Constraint

The objective of this paper is to minimize both the makespan and the total completion time. Since parallel-machine scheduling which contains the function constraint problem has been a new issue, this paper explored two parallel-machine scheduling problems with function constraint, which refers to th...

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Main Authors: Chia-Lun Hsu, Jan-Ray Liao
Format: Article
Language:English
Published: Wiley 2020-01-01
Series:Discrete Dynamics in Nature and Society
Online Access:http://dx.doi.org/10.1155/2020/2717095
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author Chia-Lun Hsu
Jan-Ray Liao
author_facet Chia-Lun Hsu
Jan-Ray Liao
author_sort Chia-Lun Hsu
collection DOAJ
description The objective of this paper is to minimize both the makespan and the total completion time. Since parallel-machine scheduling which contains the function constraint problem has been a new issue, this paper explored two parallel-machine scheduling problems with function constraint, which refers to the situation that the two machines have a same function but one of the machines has another. We pointed out that the function constraint occurs not only in the manufacturing system but also in the service system. For the makespan problem, we demonstrated that it is NP-hard in the ordinary sense. In addition, we presented a polynomial time heuristic for this problem and have proved its worst-case ratio is not greater than 5/4. Furthermore, we simulated the performance of the algorithm through computational testing. The overall mean percent error of the heuristic is 0.0565%. The results revealed that the proposed algorithm is quite efficient. For the total completion time problem, we have proved that it can be solved in On4 time.
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institution Kabale University
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publishDate 2020-01-01
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series Discrete Dynamics in Nature and Society
spelling doaj-art-ad30cc5533904dcea08defcebf6347fd2025-08-20T03:38:55ZengWileyDiscrete Dynamics in Nature and Society1026-02261607-887X2020-01-01202010.1155/2020/27170952717095Two Parallel-Machine Scheduling Problems with Function ConstraintChia-Lun Hsu0Jan-Ray Liao1Department of Electrical Engineering, National Chung-Hsing University, Tai-Chung 402, TaiwanDepartment of Electrical Engineering, National Chung-Hsing University, Tai-Chung 402, TaiwanThe objective of this paper is to minimize both the makespan and the total completion time. Since parallel-machine scheduling which contains the function constraint problem has been a new issue, this paper explored two parallel-machine scheduling problems with function constraint, which refers to the situation that the two machines have a same function but one of the machines has another. We pointed out that the function constraint occurs not only in the manufacturing system but also in the service system. For the makespan problem, we demonstrated that it is NP-hard in the ordinary sense. In addition, we presented a polynomial time heuristic for this problem and have proved its worst-case ratio is not greater than 5/4. Furthermore, we simulated the performance of the algorithm through computational testing. The overall mean percent error of the heuristic is 0.0565%. The results revealed that the proposed algorithm is quite efficient. For the total completion time problem, we have proved that it can be solved in On4 time.http://dx.doi.org/10.1155/2020/2717095
spellingShingle Chia-Lun Hsu
Jan-Ray Liao
Two Parallel-Machine Scheduling Problems with Function Constraint
Discrete Dynamics in Nature and Society
title Two Parallel-Machine Scheduling Problems with Function Constraint
title_full Two Parallel-Machine Scheduling Problems with Function Constraint
title_fullStr Two Parallel-Machine Scheduling Problems with Function Constraint
title_full_unstemmed Two Parallel-Machine Scheduling Problems with Function Constraint
title_short Two Parallel-Machine Scheduling Problems with Function Constraint
title_sort two parallel machine scheduling problems with function constraint
url http://dx.doi.org/10.1155/2020/2717095
work_keys_str_mv AT chialunhsu twoparallelmachineschedulingproblemswithfunctionconstraint
AT janrayliao twoparallelmachineschedulingproblemswithfunctionconstraint