Proactive and reactive strategies for resource-constrained project scheduling with uncertain resource availabilities

地铁列车时刻表 计算机科学 调度(生产过程) 运筹学 数学优化 基线(sea) 资源(消歧) 数学 计算机网络 海洋学 操作系统 地质学
作者
Olivier Lambrechts,Erik Demeulemeester,Willy Herroelen
出处
期刊:Journal of Scheduling [Springer Science+Business Media]
卷期号:11 (2): 121-136 被引量:196
标识
DOI:10.1007/s10951-007-0021-0
摘要

Research concerning project planning under uncertainty has primarily focused on the stochastic resource-constrained project scheduling problem (stochastic RCPSP), an extension of the basic RCPSP, in which the assumption of deterministic activity durations is dropped. In this paper, we introduce a new variant of the RCPSP, for which the uncertainty is modeled by means of resource availabilities that are subject to unforeseen breakdowns. Our objective is to build a robust schedule that meets the project deadline and minimizes the schedule instability cost, defined as the expected weighted sum of the absolute deviations between the planned and the actually realized activity starting times during project execution. We describe how stochastic resource breakdowns can be modeled, which reaction is recommended, when a resource infeasibility occurs due to a breakdown, and how one can protect the initial schedule from the adverse effects of potential breakdowns. An extensive computational experiment is used to show the relative performance of the proposed proactive and reactive strategies. It is shown that protection of the baseline schedule, coupled with intelligent schedule recovery, yields significant performance gains over the use of deterministic scheduling approaches in a stochastic setting.
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