An Enhanced Social Engineering Optimizer for Solving an Energy-Efficient Disassembly Line Balancing Problem Based on Bucket Brigades and Cloud Theory

被引:92
作者
Tian, Guangdong [1 ,2 ]
Zhang, Cheng [3 ,4 ]
Fathollahi-Fard, Amir M. M. [5 ]
Li, Zhiwu [6 ,7 ]
Zhang, Chaoyong [8 ]
Jiang, Zhigang [9 ,10 ]
机构
[1] Beijing Univ Civil Engn & Architecture, Sch Mech Elect & Vehicle Engn, Beijing 100044, Peoples R China
[2] Hubei Univ Automot Technol, Sch Mech Engn, Shiyan 442002, Peoples R China
[3] China Acad Machinery Sci & Technol Grp Co Ltd, Qingdao Branch, Qingdao 266300, Peoples R China
[4] Sch Mech Engn, Jinan 250012, Peoples R China
[5] Univ Quebec, Ecole Technol Super, Dept Elect Engn, Montreal, PQ H3C 1K3, Canada
[6] Macau Univ Sci & Technol, Inst Syst Engn, Macau 999078, Peoples R China
[7] Xidian Univ, Sch Electromech Engn, Xian 710071, Peoples R China
[8] Huazhong Univ Sci & Technol, State Key Lab Digital Mfg Equipment & Technol, Wuhan 430074, Peoples R China
[9] Univ Automot Technol, Shiyan 442002, Peoples R China
[10] Wuhan Univ Sci & Technol, Key Lab Met Equipment & Control Technol, Wuhan 430081, Peoples R China
基金
中国国家自然科学基金;
关键词
Production; Workstations; Optimization; Costs; Task analysis; Uncertainty; Informatics; Cloud model; disassembly; disassembly line balancing problem (DLBP); disassembly planning; green manufacturing; social engineering optimizer (SEO); DECISION-MAKING; ALGORITHM; THROUGHPUT; MODEL;
D O I
10.1109/TII.2022.3193866
中图分类号
TP [自动化技术、计算机技术];
学科分类号
0812 ;
摘要
A disassembly line is an industrialized and automated production line which should be scheduled with high production efficiency. Although many disassembly line balancing optimization studies are contributed recently, they increase or reduce the number of workstations to balance the disassembly line. From real-world managerial settings, an increase or decrease workstations, is too expensive and not realistic. The bucket brigades' disassembly line is self-balancing and self-organizing, which is not constrained by the workstation beat time and only needs to distribute workers on the line according to certain rules to achieve line balancing after a period of time. In this article, a bucket brigades disassembly line balancing optimization method considering uncertainty is proposed, in which a cloud model is used to represent the uncertain disassembly time. The proposed model handles multiple objectives including smoothness, disassembly cost and disassembly energy consumption to be minimized. To solve this complex problem, this article innovates a new heuristic method based on the social engineering optimizer as an enhanced local search metaheuristic. Finally, a ball collector is used to verify the effectiveness of the proposed method and extensive analysis is done to compare the performance of proposed model with other recent algorithms.
引用
收藏
页码:7148 / 7159
页数:12
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