A Simulation Optimization Approach for The Multi-Objective Multi-Mode Resource Constraint Project Scheduling Problem

P. Azimi, Shahed Sholekar
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引用次数: 3

Abstract

According to the real projects’ data, activity durations are affected by numerous parameters. In this research, we have developed a multi-resource multi objective multi-mode resource constrained scheduling problem with stochastic durations where the mean and the standard deviation of activity durations are related to the mode in which each activity is performed. The objective functions of model were to minimize the net present value and makespan of the project. A simulation-based optimization approach was used to handle the problem with several stochastic events. This feature helped us to find several solutions quickly while there was no need to take simplification assumptions. To test the efficiency of the proposed algorithm, several test problems were taken from the PSPLIB directory and solved. The results show the efficiency of the proposed algorithm both in quality of the solutions and the speed.
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多目标多模式资源约束项目调度问题的仿真优化方法
根据实际项目的数据,活动持续时间受到许多参数的影响。在本研究中,我们开发了一个具有随机持续时间的多资源多目标多模式资源约束调度问题,其中活动持续时间的均值和标准差与每个活动执行的模式有关。模型的目标函数是使项目的净现值和最大完工时间最小。采用一种基于仿真的优化方法来处理多随机事件问题。这个特性帮助我们快速找到了几个解决方案,而无需进行简化假设。为了验证该算法的有效性,从PSPLIB目录中提取了几个测试问题并进行了求解。结果表明,该算法在解的质量和速度上都是有效的。
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来源期刊
International Journal of Industrial Engineering and Production Research
International Journal of Industrial Engineering and Production Research Engineering-Industrial and Manufacturing Engineering
CiteScore
1.60
自引率
0.00%
发文量
0
审稿时长
10 weeks
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