Design and optimisation of loop layout problems flexible manufacturing system using sheep flock heredity algorithm

被引:11
|
作者
Saravanan, M. [2 ]
Kumar, S. Ganesh [1 ,3 ]
机构
[1] RVS Coll Engn & Technol, Dept Mech Engn, Dindigul, India
[2] Sri Subramanya Coll Engn & Technol, Palani 624615, Tamil Nadu, India
[3] RVS Coll Engn & Technol, Dept Mech Engn, Dindigul, India
关键词
Flexible manufacturing system; Loop layout problem; Sheep flock heredity algorithm; NETWORK LAYOUT; INPUT; HEURISTICS;
D O I
10.1007/s00170-014-6565-1
中图分类号
TP [自动化技术、计算机技术];
学科分类号
0812 ;
摘要
Flexible manufacturing system (FMS) is a programmable manufacturing system, and the performance of the system an important factor determined by the layout of the machines. The main aim is to find out an optimal design of a unidirectional loop layout network. Evaluation of this layout is usually performed by estimating the traffic congestion, which is defined as the number of times a part traverses the loop before its processing is completed. In this paper, sheep flock heredity algorithm (SFHA) is proposed for solving the unidirectional loop layout problem with the consideration of both min_sum and min_max objectives. In SFHA, the pairwise mutation process is replaced by single-point mutation process, which guarantees the feasibility of the solutions in the local search domain. Chromosomal crossover is replaced by robust-replace heuristic to enhance the global search. Metaheuristic procedure is tested on small-sized bench mark problems, and two large-sized hypothetical problems are randomly generated. The computational results show that the SFHA algorithm is efficient in solving the small-sized bench mark problems with min_max approach and produces good quality solutions comparatively. The min_sum approach outperforms the min_max approach for two large-sized hypothetical problems.
引用
收藏
页码:1851 / 1866
页数:16
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