期刊文献+

基于Memetic算法的多模式约束项目调度问题研究

A Memetic Algorithm for the Multi-mode Resource-constrained Project Scheduling Problem
在线阅读 下载PDF
导出
摘要 为解决多模式资源约束项目调度问题(MRCPSP),在建立数学模型基础上,提出一种改进的Memetic算法对模型进行求解。该算法利用遗传算法进行全局搜索,采用针对活动执行模式的整数编码方式,基因的值表示活动的优先权和执行模式,每条染色体对应一个满足资源约束的项目调度方案,种群在交叉和变异后采用模拟退火算法进行局部优化。实例仿真结果表明了该算法的有效性和高效性。 To solve the Multi-mode Resource-Constrained Project Scheduling Problem (MRCPSP), based on the mathematical model of the MRCPSP, a new memetic algorithm was designed. This algorithm combined the crossover and mutation operation of genetic algorithm, and after each crossover and mutation operation, a simulated annealing algorithm was utilized for local search. A special integer coding scheme was used, the gene represented the priority and execution mode of an activity, each chromosome corresponding to a feasible scheduling meeting resource constraints. In the end, the memetic algorithm was verified by using an example, the results showed that the memetic algorithm is feasible and effective.
作者 黄少荣
出处 《沈阳农业大学学报》 CAS CSCD 北大核心 2011年第6期752-755,共4页 Journal of Shenyang Agricultural University
基金 广东省自然科学基金项目(101754539192000000)
关键词 MEMETIC算法 资源约束 多模式 项目调度 memetic algorithm resource-constrained multi-mode project scheduling
  • 相关文献

参考文献10

  • 1陈旺,李波,史彦军,滕弘飞.求解RCPSP问题的带分布估计的差异演化算法[J].计算机工程与应用,2011,47(4):1-4. 被引量:5
  • 2黄少荣,陈伟能,张军.运用遗传算法优化项目级现金流问题的研究[J].计算机工程与设计,2009,30(5):1168-1172. 被引量:2
  • 3张国辉,高亮,刘文君.基于Memetic算法的车间动态调度策略研究[J].中国机械工程,2008,19(15):1827-1831. 被引量:12
  • 4王为新,李原,张开富.基于遗传算法的多模式资源约束项目调度问题研究[J].计算机应用研究,2007,24(1):72-74. 被引量:14
  • 5VALLS V,BALLESTIN F,QUINTANILLA S.Justification and RCPSP:A technique that pays. European Journal ofOperational Research . 2005
  • 6BOCTOR F F.An adaptation of the simulated annealing algorithm for solving resource-constrained project schedulingproblem. International Journal of Production Research . 1996
  • 7Bouleimen K,Lecocq H.A new efficient simulated annealing algorithm for the resource-constrained project scheduling problem and its multiple mode version. European Journal of Operational Research . 2003
  • 8Sonke Hartmann.A self-adapting genetic algorithm for project scheduling under resource constraints. Naval Research Logistics . 2002
  • 9Moscato P,Norman M G."A "Memetic" Approach for the Traveling Salesman Problem Implementation of a Computational Ecology for Combinatorial Optimization on Message-Passing Systems ". Proceedings of the International Conference on Parallel Computingand Transporter Applications . 1992
  • 10Damak N B,Jarboui B,Siarry P.Differentialevolution for solving multi-mode resource-constrained project scheduling problems. Computers and Operations Research . 2009

二级参考文献25

共引文献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