4.6 Article

Pro-Reactive Approach for Project Scheduling Under Unpredictable Disruptions

期刊

IEEE TRANSACTIONS ON CYBERNETICS
卷 52, 期 11, 页码 11299-11312

出版社

IEEE-INST ELECTRICAL ELECTRONICS ENGINEERS INC
DOI: 10.1109/TCYB.2021.3097312

关键词

Schedules; Scheduling; Uncertainty; Robustness; Heuristic algorithms; Genetic algorithms; Cybernetics; Disruption; evolutionary algorithms (EAs); multimode; resource-constrained project scheduling problems (RCPSPs); scheduling

资金

  1. Australian Research Council [DP170102416, DP190102637]
  2. Consejo Nacional de Ciencia y Tecnologia [2016-01-1920]
  3. 2018 SEP-Cinvestav Fund [4]

向作者/读者索取更多资源

This article introduces a novel auto-configured multioperator evolutionary approach for handling disruptions in project scheduling, which outperforms state-of-the-art algorithms in terms of solution quality.
Existing solution approaches for handling disruptions in project scheduling use either proactive or reactive methods. However, both techniques suffer from some drawbacks that affect the performance of the optimization process in obtaining good quality schedules. Therefore, in this article, we develop an auto-configured multioperator evolutionary approach, with a novel pro-reactive scheme for handling disruptions in multimode resource-constrained project scheduling problems (MM-RCPSPs). In this article, our primary objective is to minimize the makespan of a project. However, we also have secondary objectives, such as maximizing the free resources (FRs) and minimizing the deviation of activity finishing time. As the existence of FR may lead to a suboptimal solution, we propose a new operator for the evolutionary approach and two new heuristics to enhance the algorithm's performance. The proposed methodology is tested and analyzed by solving a set of benchmark problems, with its results showing its superiority with respect to state-of-the-art algorithms in terms of the quality of the solutions obtained.

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