Minimizing the expected makespan of a project with stochastic activity durations under resource constraints

作业车间调度 计算机科学 数学优化 调度(生产过程) 启发式 资源限制 持续时间(音乐) 运筹学 人工智能 数学 分布式计算 地铁列车时刻表 操作系统 文学类 艺术
作者
Stefan Creemers
出处
期刊:Journal of Scheduling [Springer Science+Business Media]
卷期号:18 (3): 263-273 被引量:76
标识
DOI:10.1007/s10951-015-0421-5
摘要

The resource-constrained project scheduling problem (RCPSP) has been widely studied. A fundamental assumption of the basic type of RCPSP is that activity durations are deterministic (i.e., they are known in advance). In reality, however, this is almost never the case. In this article, we illustrate why it is important to incorporate activity duration uncertainty, and develop an exact procedure to optimally solve the stochastic resource-constrained scheduling problem. A computational experiment shows that our approach works best when solving small- to medium-sized problem instances where activity durations have a moderate-to-high level of variability. For this setting, our model outperforms the existing state-of-the-art. In addition, we use our model to assess the optimality gap of existing heuristic approaches, and investigate the impact of making scheduling decisions also during the execution of an activity rather than only at the end of an activity.

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