元启发式ANGEL在多项目资源约束下总延迟成本项目调度问题中的应用

Shih-Chieh Chen
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引用次数: 1

摘要

研究了多项目资源约束下的项目调度问题。在这个问题中,需要对共享几种公共资源的多个项目同时进行调度。在资源和优先级约束下,每个项目包含具有确定性持续时间的非抢占性活动,它们竞争有限的资源。此外,还有到期日期和每天的延迟成本,当项目不能在到期日期之前完成时,会导致罚款。目标是使受资源和优先级约束的总延迟成本最小化。称为ANGEL的元启发式方法应用于此问题。ANGEL算法结合了蚁群优化(ACO)、遗传算法(GA)和局部搜索策略(LS)。在ANGEL中,蚁群算法和遗传算法交替协作运行。实验结果表明,ANGEL在多项目资源受限的项目调度问题上表现良好。
本文章由计算机程序翻译,如有差异,请以英文原文为准。
Application of the Metaheuristic ANGEL in Solving Multiple Projects Resource-Constrained Project Scheduling Problem with Total Tardy Cost
The multiple projects resource-constrained project scheduling problem is considered in this paper. Several projects which share several kinds of common resources are to be scheduled simultaneously in this problem. Each project contains Non-pre-emptive activities with deterministic durations compete limited resources under resources and precedence constraints. Moreover, there are the due date and the tardy cost per day that cause the penalty when the project cannot be accomplished before its due date. The objective is to minimize the total tardy cost subject to the resource and precedence constraints. The metaheuristic method called ANGEL is applied to this problem. ANGEL combines ant colony optimization (ACO), genetic algorithm (GA) and local search strategy (LS). In ANGEL, ACO and GA run alternately and cooperatively. ANGEL performs very well in the multiple projects resource-constrained project scheduling problem as revealed by the experimental results.
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