This paper addresses the problem of no-wait two-stage flexible flow shop scheduling problem (NWTSFFSSP) considering unrelated parallel machines, sequence-dependent setup times, probable reworks and different ready times to actualize the problem. The performance measure used in this study is minimizing maximum completion time (makespan). Because of the complexity of addressed problem, we propose a novel intelligent hybrid algorithm [called hybrid algorithm (HA)] based on imperialist competitive algorithm (ICA) which are combined with simulated annealing (SA), variable neighborhood search (VNS) and genetic algorithm (GA) for solving the mentioned problem. The hybridization is carried out to overcome some existing drawbacks of each of these three algorithms and also for increasing the capability of ICA. To achieve reliable results, Taguchi approach is used to define robust parameters' values for our proposed algorithm. A simulation model is developed to study the performance of our proposed algorithm against ICA, SA, VNS, GA and ant colony optimization (ACO). The results of the study reveal the relative superiority of HA studied. In addition, potential areas for further researches are highlighted.
机构:
Faculty of Mechanical and Electronic Engineering, Kunming University of Science and Technology, Kunming
Faculty of Information Engineering and Automation, Kunming University of Science and Technology, KunmingFaculty of Mechanical and Electronic Engineering, Kunming University of Science and Technology, Kunming
Zhang Z.-Q.
Qian B.
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机构:
Faculty of Information Engineering and Automation, Kunming University of Science and Technology, KunmingFaculty of Mechanical and Electronic Engineering, Kunming University of Science and Technology, Kunming
Qian B.
Hu R.
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机构:
Faculty of Information Engineering and Automation, Kunming University of Science and Technology, KunmingFaculty of Mechanical and Electronic Engineering, Kunming University of Science and Technology, Kunming
Hu R.
Kongzhi Lilun Yu Yingyong/Control Theory and Applications,
2021,
38
(12):
: 1919
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1934
机构:
Zhejiang Univ Technol, Dept Ind Engn, Hangzhou 310023, Zhejiang, Peoples R ChinaZhejiang Univ Technol, Dept Ind Engn, Hangzhou 310023, Zhejiang, Peoples R China
Pei, Zhi
Zhang, Xuefang
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Zhejiang Univ Technol, Dept Ind Engn, Hangzhou 310023, Zhejiang, Peoples R ChinaZhejiang Univ Technol, Dept Ind Engn, Hangzhou 310023, Zhejiang, Peoples R China
Zhang, Xuefang
Zheng, Li
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Tsinghua Univ, Dept Ind Engn, Beijing 100084, Peoples R ChinaZhejiang Univ Technol, Dept Ind Engn, Hangzhou 310023, Zhejiang, Peoples R China
Zheng, Li
Wan, Mingzhong
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Zhejiang Univ Technol, Dept Ind Engn, Hangzhou 310023, Zhejiang, Peoples R ChinaZhejiang Univ Technol, Dept Ind Engn, Hangzhou 310023, Zhejiang, Peoples R China
机构:
Xi An Jiao Tong Univ, Sch Management, 28 Xianning West Rd, Xian 710049, Shaanxi, Peoples R China
Xi An Jiao Tong Univ, State Key Lab Mfg Syst Engn, 28 Xianning West Rd, Xian 710049, Shaanxi, Peoples R ChinaXi An Jiao Tong Univ, Sch Management, 28 Xianning West Rd, Xian 710049, Shaanxi, Peoples R China
Zheng, Shuang
He, Zhengwen
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Xi An Jiao Tong Univ, Sch Management, 28 Xianning West Rd, Xian 710049, Shaanxi, Peoples R ChinaXi An Jiao Tong Univ, Sch Management, 28 Xianning West Rd, Xian 710049, Shaanxi, Peoples R China
He, Zhengwen
Yang, Zhen
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机构:
Xi An Jiao Tong Univ, Sch Management, 28 Xianning West Rd, Xian 710049, Shaanxi, Peoples R China
Xi An Jiao Tong Univ, State Key Lab Mfg Syst Engn, 28 Xianning West Rd, Xian 710049, Shaanxi, Peoples R ChinaXi An Jiao Tong Univ, Sch Management, 28 Xianning West Rd, Xian 710049, Shaanxi, Peoples R China
Yang, Zhen
Chu, Chengbin
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机构:
Univ Paris Est, ESIEE Paris, F-93162 Noisy Le Grand, FranceXi An Jiao Tong Univ, Sch Management, 28 Xianning West Rd, Xian 710049, Shaanxi, Peoples R China
Chu, Chengbin
Wang, Nengmin
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Xi An Jiao Tong Univ, Sch Management, 28 Xianning West Rd, Xian 710049, Shaanxi, Peoples R ChinaXi An Jiao Tong Univ, Sch Management, 28 Xianning West Rd, Xian 710049, Shaanxi, Peoples R China