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Hybrid Optimization Method for Large-Scale Multimode Resource-Constrained Project Scheduling Problem

机译:大规模多模式资源受限项目调度问题的混合优化方法

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摘要

Despite many research efforts that have focused on the multimode resource-constrained project scheduling problem (MRCPSP), very little success has been achieved in solving the problem for large-scale projects. In this paper a new hybrid optimization method is presented to achieve an advancement in optimal planning and scheduling of large-scale construction projects with multiple duration/resource execution modes and resource constraints. The proposed method consists of a novel heuristic and unique genetic optimization algorithm. The heuristic is designed to achieve schedules with efficient resource utilizations through dynamic selection of modes. A genetic optimization algorithm is integrated to the proposed optimization method to further improve the quality of the solutions obtained in the heuristic phase. The computational experiment results reveal that the new hybrid method outperforms the state-of-the-art methods and achieves high-quality solutions in significantly less computation time, especially for large projects. The main contribution of the proposed hybrid optimization method is that it enables significant savings by optimal planning and scheduling of medium- and large-scale construction projects with multiple duration/resource execution modes and resource constraints.
机译:尽管许多研究工作都集中在多模式资源受限的项目计划问题(MRCPSP)上,但是在解决大型项目的问题上却取得了很小的成功。本文提出了一种新的混合优化方法,以实现具有多个工期/资源执行模式和资源约束的大型建设项目的最优计划和调度。所提出的方法包括一种新颖的启发式和独特的遗传优化算法。启发式设计旨在通过模式的动态选择来实现有效利用资源的计划。将遗传优化算法集成到所提出的优化方法中,以进一步提高在启发式阶段获得的解决方案的质量。计算实验结果表明,新的混合方法优于最新方法,并在显着更少的计算时间内实现了高质量的解决方案,特别是对于大型项目。所提出的混合优化方法的主要贡献在于,它可以通过对具有多个工期/资源执行模式和资源约束的中型和大型建设项目进行最佳规划和调度来节省大量资金。

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