期刊文献+

基于禁忌搜索遗传混合算法的装配线平衡 被引量:4

Assembly Line Balancing Based on Tabu Search and Genetic Hybrid Algorithm
下载PDF
导出
摘要 针对装配线平衡问题(ALBP),文中提出了一种禁忌搜索遗传混合算法。在混合算法中,遗传算法部分采用特殊的遗传变异操作算子(双点交叉和移位插入变异),使算法只在可行作业序列子空间中进行搜索,有效减小了搜索范围,提高了算法运行效率;禁忌搜索部分是在每代遗传操作完成以后,随机选择一些个体进行禁忌搜索操作,来增强算法的搜索能力。最后以经典问题的求解验证了禁忌搜索遗传算法在收敛性能和计算效率上较使用单纯的遗传算法高。 A tabu search and genetic hybrid algorithm is presented to solve assembly line balancing problem(ALBP).In its genetic algorithm part, special genetic operators(two point crossover and insert mutation) is adopted to scan only in the subspace of those feasible task sequences,which reduces search area and improves algorithm efficiency.In its tabu search part,after evolution of each generation,some random selected individuals execute tabu search,which can improve algorithm search ability.In the end of this paper,the calculating results of several classic problems prove that the tabu search and genetic hybrid algorithm is better than the genetic algorithm in search ability and convergence performance.
出处 《计算机技术与发展》 2010年第5期5-8,12,共5页 Computer Technology and Development
基金 国家863计划资助项目(2007AA04Z112) 国家自然科学基金资助项目(50875046 60934008)
关键词 装配线平衡 遗传算法 禁忌搜索 混合算法 assembly line balancing genetic algorithm tabu search hybrid algorithm
  • 相关文献

参考文献7

  • 1Becker C,Scholl A.A survey on problems and methods in generalized assembly line balancing[J].European Journal of Operational Research,2006,168(3):694-715.
  • 2Chiang W C.The application of a tabu search metaheuristic to the assembly line balancing problem[J].Annals of Operations Research,1998,77(1):209-227.
  • 3Goncalves J F,Almeida J R.A hybrid genetic algorithm for assembly line balancing[J].Journal of Heuristics,2002,8(6):629-642.
  • 4张平,严洪森,余晓光.基于混合算法的知识网运算表达式优化[J].计算机技术与发展,2009,19(3):32-35. 被引量:4
  • 5董建华,肖田元,赵银燕.遗传禁忌搜索算法在混流装配线排序中的应用[J].工业工程与管理,2003,8(2):14-17. 被引量:17
  • 6Scholl A.Data of assembly line balancing problems[EB/OL].1993.http://www.assembly-line-balancing.de.
  • 7Wolpert D H,Macready W G.No free lunch theorems for optimization[J].IEEE Transactions on Evolutionary Computation,1997,1(1):67-82.

二级参考文献10

共引文献19

同被引文献31

  • 1武洪琳.装配线系统设计方法综述[J].工厂建设与设计,1993(5):13-17. 被引量:1
  • 2皮兴忠,范秀敏,严隽琪.基于可行作业序列的遗传算法求解第二类装配线平衡问题[J].上海交通大学学报,2005,39(7):1123-1127. 被引量:21
  • 3肖丽,刘光远,贺一,邱玉辉.基于禁忌搜索的模糊神经网络结构优化[J].计算机科学,2006,33(7):217-219. 被引量:3
  • 4Bartholdi J J. Balancing two-sided assembly lines: A case study[J]. International Journal of Production Research, 1993, 31: 2447-2461.
  • 5Talbot F B, Patterson J H, Gehrlein W V. A comparative evaluation of heuristic line balancing techniques[J]. Management Science, 1986, 32: 430-454.
  • 6Scholl A, Becker C. State-of-the art exact and heuristic solution procedures for simple assembly line balancing[J]. European Journal of Operational Research, 2006, 168(3): 666-693.
  • 7Lapierre S D, Ruiz A, Soriano P. Balancing assembly lines with tabu search[J]. European Journal of Operational Research, 2006, 168: 826-837.
  • 8Baybars I. A survey of exact algorithms for the simple assembly line balancing problem[J]. Management Science, 1986, 32:240-253.
  • 9Klein R, Scholl A. Maximizing the production rate in simple assembly line balancing-a branch and bound procedure[J]. European Journal of Operational Research, 1996, 91: 367-385.
  • 10Tang Q H, Floudas C A, Kong J Y, et al. A novel approach for scheduling mixed-model automobile assembly line based on MILP[C]//WCGO-2009.

引证文献4

二级引证文献15

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