An improved gravitational search algorithm for profit-oriented partial disassembly line balancing problem

被引:123
|
作者
Ren, Yaping [1 ,2 ]
Yu, Daoyuan [1 ,2 ]
Zhang, Chaoyong [1 ,2 ]
Tian, Guangdong [1 ,2 ,3 ]
Meng, Leilei [1 ,2 ]
Zhou, Xiaoqiang [1 ,2 ]
机构
[1] Huazhong Univ Sci & Technol, Sch Mech Sci & Engn, Wuhan, Hubei, Peoples R China
[2] Huazhong Univ Sci & Technol, State Key Lab Digital Mfg Equipment & Technol, Wuhan, Hubei, Peoples R China
[3] Jilin Univ, Transportat Coll, Changchun, Jilin, Peoples R China
基金
中国国家自然科学基金;
关键词
disassembly line balancing; partial disassembly; profit; metaheuristics; gravitational search algorithm; APPROXIMATION; OPTIMIZATION; UNCERTAINTY; SEQUENCE; DESIGN; MODEL;
D O I
10.1080/00207543.2017.1341066
中图分类号
T [工业技术];
学科分类号
08 ;
摘要
Disassembly is indispensable to recycle and remanufacture end-of-life products, and a disassembly line-balancing problem (DLBP) is studied frequently. Recent research on disassembly lines has focused on a complete disassembly for optimising the balancing ability of lines. However, a partial disassembly process is widely applied in the current industry practice, which aims at reusing valuable components and maximising the profit (or minimising the cost). In this paper, we consider a profit-oriented partial disassembly line-balancing problem (PPDLBP), and a mathematical model of this problem is established, which is to achieve the maximisation of profit for dismantling a product in DLBP. The PPDLBP is NP-complete since DLBP is proven to be a NP-complete problem, which is usually handled by a metaheuristics. Therefore, a novel efficient approach based on gravitational search algorithm (GSA) is proposed to solve the PPDLBP. GSA is an optimisation technique that is inspired by the Newtonian gravity and the laws of motion. Also, two different scale cases are used to test on the proposed algorithm, and some comparisons with the CPLEX method, particle swarm optimisation, differential evolution and artificial bee colony algorithms are presented to demonstrate the excellence of the proposed approach.
引用
收藏
页码:7302 / 7316
页数:15
相关论文
共 50 条
  • [1] Profit-oriented disassembly-line balancing
    Altekin, F. Tevhide
    Kandiller, Levent
    Ozdemirel, Nur Evin
    INTERNATIONAL JOURNAL OF PRODUCTION RESEARCH, 2008, 46 (10) : 2675 - 2693
  • [2] Modelling and solving profit-oriented U-shaped partial disassembly line balancing problem
    Li, Zixiang
    Janardhanan, Mukund Nilakantan
    EXPERT SYSTEMS WITH APPLICATIONS, 2021, 183
  • [3] Modelling and optimisation of energy consumption and profit-oriented multi-parallel partial disassembly line balancing problem
    Liang, Wei
    Zhang, Zeqiang
    Yin, Tao
    Zhang, Yu
    Wu, Tengfei
    INTERNATIONAL JOURNAL OF PRODUCTION ECONOMICS, 2023, 262
  • [4] A hybrid metaheuristic algorithm for a profit-oriented and energy-efficient disassembly sequencing problem
    Lu, Qi
    Ren, Yaping
    Jin, Hongyue
    Meng, Leilei
    Li, Lei
    Zhang, Chaoyong
    Sutherland, John W.
    ROBOTICS AND COMPUTER-INTEGRATED MANUFACTURING, 2020, 61
  • [5] Chance Constrained Programming Model for Stochastic Profit-Oriented Disassembly Line Balancing in the Presence of Hazardous Parts
    Bentaha, Mohand Lounes
    Battaia, Olga
    Dolgui, Alexandre
    ADVANCES IN PRODUCTION MANAGEMENT SYSTEMS: SUSTAINABLE PRODUCTION AND SERVICE SUPPLY CHAINS, PT 1, 2013, 414 : 103 - 110
  • [6] ENUMERATIVE SEARCH ALGORITHM FOR ROBOTIC DISASSEMBLY LINE BALANCING PROBLEM
    Kanagaraj, Ganesan
    Naresh, Raju
    Yu, Vincent F.
    INTERNATIONAL JOURNAL OF ROBOTICS & AUTOMATION, 2021, 36 (01): : 35 - 43
  • [7] Profit-oriented partial disassembly line design: dealing with hazardous parts and task processing times uncertainty
    Bentaha, Mohand Lounes
    Dolgui, Alexandre
    Battaia, Olga
    Riggs, Robert J.
    Hu, Jack
    INTERNATIONAL JOURNAL OF PRODUCTION RESEARCH, 2018, 56 (24) : 7220 - 7242
  • [8] Solving Sequence-dependent Disassembly Line Balancing Problem with Improved Cuckoo Search Algorithm
    Zhou, Ronghe
    Guo, XiWang
    Fu, Yaping
    Qi, Liang
    2019 IEEE INTERNATIONAL CONFERENCE ON SYSTEMS, MAN AND CYBERNETICS (SMC), 2019, : 403 - 408
  • [9] The profit-oriented hub line location problem with elastic demand
    Cobena, Brenda
    Contreras, Ivan
    Martinez-Merino, Luisa I.
    Rodriguez-Chia, Antonio M.
    COMPUTERS & OPERATIONS RESEARCH, 2023, 159
  • [10] Improved Artificial Bee Colony Algorithm for Disassembly Line Balancing Problem
    Zhang Z.
    Hu Y.
    Chen C.
    Xinan Jiaotong Daxue Xuebao/Journal of Southwest Jiaotong University, 2016, 51 (05): : 910 - 917