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題名：Multi-Objective Metaheuristics for Solving a Type II Robotic Mixed-Model Assembly Line Balancing Problem
書刊名：工業工程學刊
作者：Rabbani, Masoud／Mousavi, Zahra／Farrokhi-Asl, Hamed
出版日期：2016
卷期：33:7
頁次：頁472-484
主題關鍵詞：Robotic mixed-model assembly line balancing；Mixed-integer linear programming；U-shaped assembly line；Multiobjective optimization
原始連結：連回原系統網址new window
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  • 被引用次數被引用次數:期刊(1) 博士論文(0) 專書(0) 專書論文(0)
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  • 點閱點閱:5
Nowadays, robots are used extensively in robotic assembly line balancing system because of the capabilities of the robots. Robotic assembly lines are used to manufacture high volume product in customization and specialization production. In this paper, type II robotic mixedmodel assembly line balancing is considered. The goals are to minimize robot purchasing costs, robot setup costs, sequence dependent setup costs, and cycle time. The proposed model tries to determine an optimal or near-optimal configuration of tasks, workstations in U-shaped assembly line balancing. In this model, two types of tasks including the special task for one product model and the common task for several products models exist. The problem with the aforementioned conditions is NP-hard problem. So, we used two different multi- objective evolutionary algorithms (MOEAs) to solve the problem. First algorithm is non-dominated sorting genetic algorithm (NSGA-II) and the second one is multi-objective particle swarm optimization (MOPSO). Also, we used GAMS software to solve the problem in small size problem to validate our proposed model. Then, some numerical examples are presented and the experimental results and the performance of the algorithms are compared with each other.
期刊論文
1.Nicosia, G.、Pacciarelli, D.、Pacifici, A.(2002)。Optimally balancing assembly lines with different workstations。Discrete Applied Mathematics，118，99-113。  new window
2.Tzai, D. M.、Yao, M. J.(1993)。A line-balance-based capacity planning procedure for series-type robotic assembly line。International Journal of Production Research，31(8)，1901-1920。  new window
3.Rubinovitz, J.、Levitin, G.(1995)。Genetic algorithm for assembly line balancing。International Journal of Production economics，41，343-354。  new window
4.Aghajani, M.、R. Ghodsi、B. Javadi(2014)。Balancing of robotic mixed-model two-sided assembly line with robot setup times。The International Journal of Advanced Manufacturing Technology，74，1005-1016。  new window
5.Bukchin, J.、M. Tzur(2000)。Design of flexible assembly line to minimize equipment cost。IIE Transactions，32，585-598。  new window
6.Daoud, S.、H. Chehade、F. Yalaoui、L. Amodeo(2014)。Solving a robotic assembly line balancing problem using efficient hybrid methods。Journal of Heuristics，20，235-259。  new window
7.Deb, K.、P. Amrit、A. Samir、T. A. M. T. Meyarivan(2002)。A fast and elitist multi-objective genetic algorithm: NSGAII。IEEE Transactions on Evolutionary Computation，6，182。  new window
8.Gao, J.、L. Sun、L. Wang、M. Gen(2009)。An efficient approach for type II robotic assembly line balancing problems。Computers and Industrial Engineering，56，1065-1080。  new window
9.Khouja, M.、D. E. Booth、M. Suh、J. K. Mahaney Jr.(2000)。Statistical procedures for task assignment and robot selection in assembly cells。International Journal of Computer Integrated Manufacturing，13，95-106。  new window
10.Kim, H.、S. Park(1995)。A strong cutting plane algorithm for the robotic assembly line balancing problem。International Journal of Production Research，33，2311-2323。  new window
11.Liao, Li-man(20141200)。Construction and Comparison of Multi-Model and Mixed-Model Assembly Lines Balancing Problems with Bi-Objective。工業工程學刊，31(8)，483-490。new window  new window
12.Manavizadeh, N.、Hosseini, N.、Rabbani, M.、Jolai, F.(2013)。A simulated annealing algorithm for a mixed model assembly U-line balancing type-I problem considering human efficiency and just-in-time approach。Computers & Industrial Engineering，64(2)，669-685。  new window
13.Mukund Nilakantana, J.、S. G. Ponnambalam(2015)。Robotic U-shaped assembly line balancing using particle swarm optimization。Engineering Optimization，1-22。  new window
14.Nilakantan, J. M.、Q. H. George、S. G. Ponnambalam(2015)。An investigation on minimizing cycle time and total energy consumption in robotic assembly line systems。Journal of Cleaner Production，90，311-325。  new window
15.Palanikumar, K.、Latha, B.、Senthilkumar, V. S.、Karthikeyan, R.(2009)。Multiple performance optimization in machining of GFRP composites by a PCD tool using non-dominated sorting genetic algorithm (NSGA-II)。Metals and Materials International，15(2)，249-258。  new window
16.Rubinovitz, J.、J. Bukchin(1993)。RALB--A heuristic algorithm for design and balancing of robotic assembly lines。CIRP Annals--Manufacturing Technology，42，497-500。  new window
17.Srinivas, N.、K. Deb(1994)。Muiltiobjective optimization using nondominated sorting in genetic algorithms。Evolutionary Computation，2，221-248。  new window
18.Veldhuizen, D.、G. B. Lamont(2000)。Multiobjective evolutionary algorithms: Analyzing the state-of-the-art。Evolutionary Computation，8(2)，125-147。  new window
19.Yoosefelahi, A.、M. Aminnayeri、H. Mosadegh、H. D. Ardakani(2012)。Type II robotic assembly line balancing problem: An evolution strategies algorithm for a multi-objective model。Journal of Manufacturing Systems，31(2)，139-151。  new window
20.Zhang, J.、H. Zhu、C. Yang、Y. Li、H. Wei(2011)。Multi-objective shape optimization of helico-axial multiphase pump impeller based on NSGA-II and ANN。Energy Conversion and Management，52(1)，538-546。  new window
21.Coello, C. A. C.、Lechuga, M. S.、Pulido, G. T.(2004)。Handling Multiple Objectives with Particle Swarm Optimization。IEEE Transaction on Evolutionary Computation，8(3)，256-279。  new window
22.Levitin, G.、Rubinovitz, J.、Shnits, B.(2006)。A genetic algorithm for robotic assembly line balancing。European Journal of Operational Research，168(3)，811-825。  new window
會議論文
1.Eberhart, R. C.、Kennedy, J.(1995)。A New Optimizer Using Particle Swarm Theory。The Sixth International Symposium on Micro Machine and Human Science。Nagoya。39-43。  new window
2.Kennedy, James、Eberhart, Russell C.(1995)。Particle swarm optimization。1995 IEEE International Conference on Neural Networks，(會議日期: 27 Nov.-1 Dec. 1995)。IEEE Service Center。1942-1948。  new window
3.Knowles, J.、D. Corne(2002)。On metrics for comparing nondominated sets。Proceedings of the 2002 Congress on IEEE Evolutionary Computation，(會議日期: 2002, May)。Honolulu, HI。  new window
4.Nilakantan, J. M.、S. G. Ponnambalam(2012)。An efficient PSO for type II robotic assembly line balancing problem。2012 IEEE International Conference on Automation Science and Engineering (CASE)，(會議日期: 2012/08/20-08/24)，600-605。  new window
5.Rubinovitz J.、J. Bukchin(1991)。Design and balancing of robotic assembly lines。Pittsburgh, PA。  new window
圖書
1.Xu, J.、Z. Tao(2011)。Rough multiple objective decision making。CRC Press。  new window
 
 
 
 
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