Genetic algorithm to production planning and scheduling problems for manufacturing systems

被引:25
作者
Li, Y
Man, KF
Tang, KS
Kwong, S
Ip, WH
机构
[1] City Univ Hong Kong, Dept Elect Engn, Kowloon, Hong Kong, Peoples R China
[2] Hong Kong Polytech Univ, Dept Mfg Engn, Kowloon, Hong Kong, Peoples R China
[3] City Univ Hong Kong, Dept Comp Sci, Kowloon, Hong Kong, Peoples R China
关键词
genetic algorithms (GAs); multi-objective ( MO); optimization; production/inventory management and control; (PIMC); earliness/tardiness production scheduling and planning ( ETPSP);
D O I
10.1080/09537280050051942
中图分类号
T [工业技术];
学科分类号
08 ;
摘要
Fundamental and extended multi-objective ( MO) models are designed to address earliness/tardiness production scheduling planning (ETPSP) problems with multi-process capacity balance, multi-product production and lot-size consideration. A canonical genetic algorithm ( GA) approach and a prospective multi-objective GA (MOGA) approach are proposed as solutions for different practical problems. Simulation results as well as comparisons with other techniques demonstrate the effectiveness of the MOGA approach, which is a noted improvement to any of the existing techniques, and also in practice provides a new trend of integrating manufacturing resource planning (MRPII) with just-in-time (JIT) in the production planning procedure.
引用
收藏
页码:443 / 458
页数:16
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