Title :
A MOEA/D based approach for solving robust double row layout problem
Author :
Tang, Lingling ; Zuo, Xingquan ; Wang, Chunlu ; Zhao, Xinchao
Author_Institution :
Computer School, Beijing University of Posts and Telecommunications, Beijing, China
Abstract :
In this paper, we propose a robust double row layout problem (RDRLP), where the material flow between any two machines may vary in different periods. A MOEA/D based solution approach is proposed to solve it. First, MOEA/D is used to find a collection of non-dominated machine sequences. Then, for each found machine sequence, MOEA/D is used to produce a set of non-dominated solutions. Finally, the final set of Pareto solutions is constructed from all the produced non-dominated solutions. The crowding-distance calculation is added to the procedure of updating the elite population to make non-dominated solutions distributed uniformly. An integer coding and a real-valued coding with their corresponding crossover and mutation operators are presented. This approach is applied to a number of problem instances with 10–35 facilities and 3–5 periods. Experimental results show that the approach is able to effectively solve this problem.
Keywords :
Encoding; Layout; Optimization; Production; Robustness; Sociology; Statistics; Facility layout problem; double row layout problem; multi-objective optimization; robust layout;
Conference_Titel :
Evolutionary Computation (CEC), 2015 IEEE Congress on
Conference_Location :
Sendai, Japan
DOI :
10.1109/CEC.2015.7257126