A contribution and new heuristics for open shop scheduling
This paper deals with open shops under makespan minimization. Encoding scheme plays a pivotal role in the success of any algorithm to solve a scheduling problem. Although the permutation list has many advantages (such as high adaptability to any operators, conceptual simplicity and ease of implement...
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Published in | Computers & operations research Vol. 37; no. 1; pp. 213 - 221 |
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Abstract | This paper deals with open shops under makespan minimization. Encoding scheme plays a pivotal role in the success of any algorithm to solve a scheduling problem. Although the permutation list has many advantages (such as high adaptability to any operators, conceptual simplicity and ease of implementation), it suffers from a notorious inherent drawback, called redundancy. This serious drawback has made many researchers conclude that permutation list is ineffective for open shop scheduling. Therefore, they have turned toward the utilization of rank matrix encoding scheme to overcome this shortcoming at the expense of losing other advantages of permutation list. In this paper, we first pinpoint the origin of redundancy in the permutation list. We then analyze circumstances in which the redundancy occurs and afterwards present four efficient theorems to avoid this critical disadvantage. Regarding the theorems, we understand that redundancy is quite identifiable and also controllable. By introducing an alternative possibility to rank matrices of excluding redundancy, the solution space of open shops is significantly reduced. By reducing the search space, the probability of finding an excellent solution in reasonable computational time outstandingly soars. Finally, based on insertion and reinsertion operators we propose four constructive heuristics incorporating simple applications of the theorems. We evaluate the effectiveness and efficiency of our proposed algorithms on three well-known benchmarks and against some other existing heuristics. All the results and analyses illustrate the authenticity and superiority of our theorems and proposed constructive heuristics. |
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AbstractList | This paper deals with open shops under makespan minimization. Encoding scheme plays a pivotal role in the success of any algorithm to solve a scheduling problem. Although the permutation list has many advantages (such as high adaptability to any operators, conceptual simplicity and ease of implementation), it suffers from a notorious inherent drawback, called redundancy. This serious drawback has made many researchers conclude that permutation list is ineffective for open shop scheduling. Therefore, they have turned toward the utilization of rank matrix encoding scheme to overcome this shortcoming at the expense of losing other advantages of permutation list. In this paper, we first pinpoint the origin of redundancy in the permutation list. We then analyze circumstances in which the redundancy occurs and afterwards present four efficient theorems to avoid this critical disadvantage. Regarding the theorems, we understand that redundancy is quite identifiable and also controllable. By introducing an alternative possibility to rank matrices of excluding redundancy, the solution space of open shops is significantly reduced. By reducing the search space, the probability of finding an excellent solution in reasonable computational time outstandingly soars. Finally, based on insertion and reinsertion operators we propose four constructive heuristics incorporating simple applications of the theorems. We evaluate the effectiveness and efficiency of our proposed algorithms on three well-known benchmarks and against some other existing heuristics. All the results and analyses illustrate the authenticity and superiority of our theorems and proposed constructive heuristics. This paper deals with open shops under makespan minimization. Encoding scheme plays a pivotal role in the success of any algorithm to solve a scheduling problem. Although the permutation list has many advantages (such as high adaptability to any operators, conceptual simplicity and ease of implementation), it suffers from a notorious inherent drawback, called redundancy. This serious drawback has made many researchers conclude that permutation list is ineffective for open shop scheduling. Therefore, they have turned toward the utilization of rank matrix encoding scheme to overcome this shortcoming at the expense of losing other advantages of permutation list. In this paper, we first pinpoint the origin of redundancy in the permutation list. We then analyze circumstances in which the redundancy occurs and afterwards present four efficient theorems to avoid this critical disadvantage. Regarding the theorems, we understand that redundancy is quite identifiable and also controllable. By introducing an alternative possibility to rank matrices of excluding redundancy, the solution space of open shops is significantly reduced. By reducing the search space, the probability of finding an excellent solution in reasonable computational time outstandingly soars. Finally, based on insertion and reinsertion operators we propose four constructive heuristics incorporating simple applications of the theorems. We evaluate the effectiveness and efficiency of our proposed algorithms on three well-known benchmarks and against some other existing heuristics. All the results and analyses illustrate the authenticity and superiority of our theorems and proposed constructive heuristics. [PUBLICATION ABSTRACT] |
Author | Fatemi Ghomi, S.M.T. Zandieh, M. Aminnayeri, M. Naderi, B. |
Author_xml | – sequence: 1 givenname: B. surname: Naderi fullname: Naderi, B. organization: Department of Industrial Engineering, Amirkabir University of Technology, Tehran, Iran – sequence: 2 givenname: S.M.T. surname: Fatemi Ghomi fullname: Fatemi Ghomi, S.M.T. email: fatemi@aut.ac.ir organization: Department of Industrial Engineering, Amirkabir University of Technology, Tehran, Iran – sequence: 3 givenname: M. surname: Aminnayeri fullname: Aminnayeri, M. organization: Department of Industrial Engineering, Amirkabir University of Technology, Tehran, Iran – sequence: 4 givenname: M. surname: Zandieh fullname: Zandieh, M. organization: Department of Industrial Management, Management and Accounting Faculty, Shahid Beheshti University, G.C., Tehran, Iran |
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Cites_doi | 10.1007/s001860000090 10.1016/S0377-2217(97)00366-4 10.1002/jos.73 10.1016/j.rcim.2007.07.017 10.1016/S0377-2217(97)00332-9 10.1007/BF02243845 10.1080/00207540802165817 10.1016/j.ejor.2007.02.057 10.1016/j.mcm.2008.01.002 10.1023/A:1018930613891 10.1016/0377-2217(93)90182-M 10.1016/S0377-2217(99)00168-X 10.1016/S0166-218X(96)00116-3 10.1016/j.cor.2007.02.019 |
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Keywords | Encoding scheme Permutation Redundancy Open shop Scheduling Constructive heuristic Insertion and reinsertion operators Adaptability Insertion Minimization Makespan Probability space Coding Heuristic method |
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10.1016/j.cor.2009.04.010_bib14 article-title: Benchmarks for basic scheduling problems publication-title: European Journal of Operations Research doi: 10.1016/0377-2217(93)90182-M contributor: fullname: Taillard – volume: 124 start-page: 28 year: 2000 ident: 10.1016/j.cor.2009.04.010_bib10 article-title: A hybrid genetic algorithm for the open shop scheduling problem publication-title: European Journal of Operational Research doi: 10.1016/S0377-2217(99)00168-X contributor: fullname: Liaw – volume: 76 start-page: 43 year: 1997 ident: 10.1016/j.cor.2009.04.010_bib5 article-title: A branch and bound algorithm for the open-shop problem publication-title: Discrete Applied Mathematics doi: 10.1016/S0166-218X(96)00116-3 contributor: fullname: Brucker – volume: 35 start-page: 3243 issue: 10 year: 2008 ident: 10.1016/j.cor.2009.04.010_bib1 article-title: A new particle swarm optimization for the open shop scheduling problem publication-title: Computers and Operations Research doi: 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SubjectTerms | Algorithms Applied sciences Constructive heuristic Encoding scheme Exact sciences and technology Heuristic Insertion and reinsertion operators Inventory control, production control. Distribution Job shops Matrix Open shop Operational research and scientific management Operational research. Management science Permutation Production scheduling Redundancy Scheduling Scheduling, sequencing Studies Theorems |
Title | A contribution and new heuristics for open shop scheduling |
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