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基于遗传算法的资源约束型项目调度优化 被引量:26

Optimization of Resource-Constrained Project Scheduling Problem Based on the Genetic Algorithm
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摘要 资源约束型项目调度的优化是一个NP-hard问题,其求解难度随着资源约束项的增多呈指数方式增长,传统的基于Excel表的手工优化方法不能及时计算出有效的资源配置方式,从而影响项目管理人员的资源调度。针对多资源约束型项目调度的优化问题提出基于遗传算法的资源约束型项目调度的优化方法,该算法采用基于活动优先权的十进制编码方式,结合活动的存储邻接矩阵,有效地解决活动调度违例现象;运用优先抢占模式的资源分配方式安排活动资源,避免资源分配中的冲突问题;并为该算法设计了启发式遗传算法的C语言程序,通过计算机的多次迭代运算得出满足资源约束的最优工期。实践结果表明,遗传算法可以快速有效地解决企业项目调度的优化问题,适合在企业项目进度管理中推广运用。 The Resource-Constrained Project Scheduling Problem (RCPSP) is a NP -hard problem. With the Resouree's type increase, this problem is more difficult to solve and the computing measures is increasing with the index method. The Excel sheet can not optimize the resource configuration in time, so that many people are hard to set down the project scheduling effectively. To handle this problem, a genetic algorithm for solving resource-constrained project scheduling is presented in this paper. The suggested approach employs a way of encoding genetics based on activity precedence. The violation of activity precedence that exists within potential genetics can well be detected by using the activity matrix. Then, the resource conflict among activities of projects can be avoided by means of preempt-based resources assignment. This algorithm for solving RCPSP is implemented using C language, and the experiment shows that a better solution can be found in a reasonable time.
作者 杨利宏 杨东
出处 《管理科学》 CSSCI 2008年第4期60-68,共9页 Journal of Management Science
关键词 项目调度 资源约束 遗传算法 调度优化 project scheduling resource-constrained genetic algorithms optimization of scheduling
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  • 1TURNER J R. The handbook of project-Based management [M]. London: McGraw-Hill, 1993. 被引量:1
  • 2KURTULUS I, DAVIS E W. Multi-project scheduling:Categorization of heuristic rules performance[J]. Management Science, 1982, 28(2): 161 - 172. 被引量:1
  • 3TSAI D M, CHIU H N. Two heuristics for scheduling multiple projects with resource constraints [J]. Construction Management and Economics, 1996, 14:325 -340. 被引量:1
  • 4SPRECHER A, KOLISCH R, DREXL A. Semi-active,active, and non-delay schedules for the resource-constrained project scheduling problem[J]. European Journal of Operational Research, 1995, 80: 94 - 102. 被引量:1
  • 5LI K Y, WILLIS R J. An iterative scheduling technique for resource-constrained project scheduling[J]. European Journal of Operational Research, 1992, 56: 370-379. 被引量:1
  • 6OZDAMAR L, ULUSOY G. A note on an iterative forward/backward scheduling technique with reference to a procedure by Li and Willis [J]. European Journal of Operational Research, 1996, 89: 400- 407. 被引量:1
  • 7TORMOS P,LOVA A. An efficient multi-pass heuristic for project scheduling with constrained resources[J].International Journal of Production Research, 2003, 41(5):1071-1086. 被引量:1
  • 8[1]Kolisch R and Drexl A. Local search for nonpreemptive multi-mode resource-constrained project scheduling [J].IIE Transactions,1997,29(9):987-999 被引量:1
  • 9[2]Kolisch R, Sprecher A and Drexl A. Characterization and generation of a general class of resource-constrained project scheduling problems [J].Management Science,1995,41(10):1693-1703 被引量:1
  • 10[3]Demeulemeester E and Herroelen W S. A branch-and-bound procedure for the multiple resource-constrained scheduling problem [J].Management Science,1992,38(12):1803-1818 被引量:1

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