Simultaneous Optimization of Production Planning and Inspection Planning for Flexible Manufacturing Systems

被引:0
作者
Chen, Jian-Hung [1 ]
机构
[1] Chung Hua Univ, Dept Comp Sci & Informat Engn, Hsinchu 300, Taiwan
来源
GECCO 2007: GENETIC AND EVOLUTIONARY COMPUTATION CONFERENCE, VOL 1 AND 2 | 2007年
关键词
Inspection planning; production planning; flexible manufacturing systems; multi-objective optimization;
D O I
暂无
中图分类号
TP18 [人工智能理论];
学科分类号
081104 ; 0812 ; 0835 ; 1405 ;
摘要
Quality assurance in flexible manufacturing systems (FMSs) has become a matter of great importance in recent years. The possibility for offering high-quality products at lower costs has become an essential for a manufacturer to keep in a competitive edge. In this paper, all approach to the multi-objective optimization of production planning and inspection planning in flexible manufacturing systems is presented. A multi-objective memetic algorithm MOMA is proposed to solve the problems having six objectives: minimizing total machining time, machine workload unbalance, greatest machine workload, total tool cost, total inspection time and number of inspections. A schemata-guided local search strategy is proposed for enhancing performances of MOMA. High efficiency of MOMA arises from that multiple objectives can be optimized simultaneously without using heuristics and a set of good non-dominated solutions can be obtained providing additional degrees of freedom for the exploitation of resources of FMSs. Experimental results demonstrate effectiveness of the proposed approach using MOMA for production planning and inspection planning of FMSs.
引用
收藏
页码:1928 / 1935
页数:8
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