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求解JSP问题的改进遗传算法 被引量:4

An Improved Genetic Algorithm for Solving Job Shop Scheduling Problem
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摘要 作业车间调度是一类求解困难的组合优化问题,使用改进的遗传算法来求解。GA有新解产生盲目性的特点,以搜索效率为目标提出了一种改进的遗传算法,在解的搜索过程中,通过禁忌表操作来评价种群。改进的遗传算法在保持群体多样性的同时,加快了遗传算法的收敛速度,将该算法用于典型作业车间调度问题的测试,找到了已公布的最优解,对超大规模的问题还有待进一步研究。 Job Shop Scheduling is a difficult combinatorial optimization problem and an improved genetic algorithm is used to solve it. GA has a blind characteristic in generating new individuals. To improve searching efficiency, an improved genetic algorithm is proposed. In the searching process, the population is evaluated through taboo table. The new algorithm can speed up the convergence and meanwhile increase the diversity. The typical job shop scheduling problem is tested and satisfied results are found. As for large scale problem it still needs further research.
出处 《武汉理工大学学报(信息与管理工程版)》 CAS 2006年第2期40-43,共4页 Journal of Wuhan University of Technology:Information & Management Engineering
关键词 作业车间调度 遗传算法 禁忌表 job shop scheduling genetic algorithm taboo table
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  • 1方剑,席裕庚.基于遗传算法的 Job Shop 静态调度算法[J].上海交通大学学报,1997,31(3):49-52. 被引量:14
  • 2Ferdinando Pezzella, Emanuela Merelli. A tabu search method guided by shifting bottleneck for the job shop scheduling problem. European Journal of Operational Research, 2000, 120:297--310.
  • 3Adams J, Balas E, Zawack D. The shifting bottleneck procedure for job shop scheduling. Management Science, 1988, 34:391--401.
  • 4Glover F. Future paths for interger programming and links to artificial intelligence. Computer and Operations Research, 1986, 13:533--549.
  • 5Glover F. Tabu search: Part I. ORSA Journal on Computing, 1989, 1:190-206.
  • 6Glover F. Tabu search: Part II. ORSA Journal on Computing, 1990, 2:4-32.
  • 7Dorigo M. Optimization, learning and natural algorithms [D].Politecnico di Milano, Italy, 1992.
  • 8Dorig M, Maniezzo V, Colorni A. The ant system: optimization by a colony of cooperating agents [J]. IEEE Transactions on Systems ,Mans,and Cybernetics, 1996,26 (1) : 29- 41.
  • 9Vincent T'kindt, Nicolas Monmarche, etc. An Ant Colony Optimization Algorithm to solve a 2i-machine bieriteria flowshop scheduling problem [J]. European Journal of Operational Research,2002,142 : 250- 257.
  • 10Dorigo M.Optimization,learning and natural algorithms[D].Politecnico di Milano,Italy,1992.

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