A computational experiment to explore better robustness measures for project scheduling under two types of uncertain environments

稳健性(进化) 计算机科学 数学优化 地铁列车时刻表 调度(生产过程) 水准点(测量) 数学 大地测量学 生物化学 基因 操作系统 化学 地理
作者
Zhiqiang Ma,Erik Demeulemeester,Zhengwen He,Nengmin Wang
出处
期刊:Computers & Industrial Engineering [Elsevier BV]
卷期号:131: 382-390 被引量:24
标识
DOI:10.1016/j.cie.2019.04.014
摘要

This paper addresses the proactive resource-constrained project scheduling problem, aiming to explore better surrogate robustness measures for project managers that want to generate robust baseline schedules under uncertain environments. The contribution of this paper is threefold. First, we propose a general framework of slack-based surrogate robustness measures and introduce three parameters to distinguish different alternative calculations of the measure. A computational experiment based on reactive simulation is constructed where the performance of the surrogate measures is evaluated by the reactive cost and two types of uncertain environments, i.e. stochastic resource availabilities and stochastic activity durations, are taken into account. Second, we analyze the impact of the three parameters as well as the two uncertain environments on the surrogate robustness measures and find the best measures for different situations. The proposed surrogate robustness measures are shown to be effective. Compared with benchmark measures, the improvements are respectively 2.67% and 13.79% under the two uncertain environments. Third, we investigate the difference of buffering strategies between the two uncertain environments. For the environment of stochastic resource availabilities, it turns out to be better to have a uniform distribution of time buffers throughout the schedule, while the reverse is true for the environment of stochastic activity durations.

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