A cooperative grey wolf optimizer for the joint flowshop scheduling problem with sequence-dependent set-up time
被引:4
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作者:
Chen, Shuilin
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机构:
Donghua Univ, Glorious Sun Sch Business & Management, Shanghai, Peoples R ChinaDonghua Univ, Glorious Sun Sch Business & Management, Shanghai, Peoples R China
Chen, Shuilin
[1
]
Zheng, Jianguo
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Donghua Univ, Glorious Sun Sch Business & Management, Shanghai, Peoples R ChinaDonghua Univ, Glorious Sun Sch Business & Management, Shanghai, Peoples R China
Zheng, Jianguo
[1
]
Zhang, Wenqiu
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Donghua Univ, Glorious Sun Sch Business & Management, Shanghai, Peoples R ChinaDonghua Univ, Glorious Sun Sch Business & Management, Shanghai, Peoples R China
Zhang, Wenqiu
[1
]
机构:
[1] Donghua Univ, Glorious Sun Sch Business & Management, Shanghai, Peoples R China
With the complexity involved in manufacturing products, many companies use multiple processes to complete product processing. Most studies have been concerned with single production but have neglected the widespread joint flowshop scheduling problem (JFSP). In this article, a cooperative grey wolf optimizer (CGWO) is developed to solve the JFSP. First, according to the features of the JFSP, a corresponding mathematical model is constructed, and three collaborative strategies and random generation are proposed to initialize the population. In the process of searching for prey, a discretized search for prey update mechanism is proposed, which is conducive to balancing exploration and exploitation. An energy-saving strategy is proposed to decrease energy consumption. Moreover, four local search mechanisms are developed for different optimization objectives to enhance the performance of the method in attacking the prey. The results show that the CGWO is effective in solving the JFSP.
机构:
Department of Mechanical and Industrial Engineering, Faculty of Engineering, Universitas Gadjah MadaDepartment of Mechanical and Industrial Engineering, Faculty of Engineering, Universitas Gadjah Mada
Tri Windras Mara S.
Sutoyo E.
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Department of Information Systems, School of Industrial Engineering, Telkom UniversityDepartment of Mechanical and Industrial Engineering, Faculty of Engineering, Universitas Gadjah Mada
Sutoyo E.
Norcahyo R.
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机构:
Department of Mechanical and Industrial Engineering, Faculty of Engineering, Universitas Gadjah MadaDepartment of Mechanical and Industrial Engineering, Faculty of Engineering, Universitas Gadjah Mada
Norcahyo R.
Pratama Rifai A.
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机构:
Department of Mechanical and Industrial Engineering, Faculty of Engineering, Universitas Gadjah MadaDepartment of Mechanical and Industrial Engineering, Faculty of Engineering, Universitas Gadjah Mada