期刊文献+

基于混合遗传算法的装配线平衡 被引量:6

Hybrid genetic algorithm for assembly line balancing
下载PDF
导出
摘要 针对装配线平衡问题的难点(NP-hard),提出了一种基于作业次序编码的混合遗传算法,设计出了特殊的遗传操作算子(单点次序交叉和移位插入变异),成功避免了进化过程中非法个体的产生。并结合Lamarckian进化原理,嵌入局部爬山过程以提供算法搜索能力。仿真算例验证了该算法的有效性和可行性。 Considering the difficulty (NP-hard) of the problem, an order-based hybrid genetic algorithm (GA) was proposed. Special genetic operators (order crossover and insert mutation) were designed to avoid the illegal individuals. Moreover, according to Lamarckian evolutionary principle, an iterative hill climbing method was inserted in order to improve the search ability. The result of simulation experiments shows that the proposed algorithm is efficient.
出处 《机电工程》 CAS 2008年第4期60-62,共3页 Journal of Mechanical & Electrical Engineering
关键词 生产系统 装配线平衡 遗传算法 爬山算法 production system assembly line balancing genetic algorithm (CA) hill climbing algorithm
  • 相关文献

参考文献6

  • 1GUTJAHR A L, NEMHAUSER G L. An algorithm or the line balancing problem [ J ]. Management Science, 1964,11 (2) :308 -315. 被引量:1
  • 2GEN M, CHENG R. Genetic Algorithms and Engineering Optimization [ M ]. New York: John Wiley & Sons,2000. 被引量:1
  • 3JACKSON J R. A computing procedure for a line balancing problem[ J]. Management Science, 1986,2 ( 3 ) : 261 - 271. 被引量:1
  • 4BECKER C, SCHOLL A, A survey on problems and methods in generalized assembly line balancing [ J ]. European J. Operational Research, 2006,168 ( 3 ) :694 - 715. 被引量:1
  • 5GONCALVES J F, ALMEIDA J R. A hybrid genetic algorithm for assembly line balancing[ J ]. Journal of Heuristics,2002,8(6) :629 - 642. 被引量:1
  • 6FALKENAUER E, DELCHAMBRE A. A Genetic Algorithm for Bin Packing and Line Balancing[ C]. Proceedings of the 1992 IEEE International Conference on Robotics and Automation, Nice, France, 1992 : 1186 - 1192. 被引量:1

同被引文献48

引证文献6

二级引证文献28

相关作者

内容加载中请稍等...

相关机构

内容加载中请稍等...

相关主题

内容加载中请稍等...

浏览历史

内容加载中请稍等...
;
使用帮助 返回顶部