Maintenance scheduling of flood control plant under uncertainty based on multi-objective optimization

I. Takami, M. Fukushima, F. Yamada, S. Inagaki
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引用次数: 1

Abstract

The drainage pumping plants are the main facilities in flood control infrastructure. Many of them have deteriorated and their maintenance, especially replacement, has become a large issue in Japan. The plant consists of many different types of equipment. Each of them has its own lifespan. The lifespan has uncertainty. A method is proposed to schedule the replacement of equipment under uncertainty, considering the two properties of rationality and robustness. The rationality means that the schedule is logical and feasible. It is evaluated by the replacement cost in the scheduling period under the constraints of the reliability and annual cost. The robustness means that the schedule is hard to be affected by the uncertainty of the equipment lifespan. It is evaluated by the expected value of the time difference between the actual replacement and the scheduled replacement based on the probability distribution of equipment lifespan. The problem is modeled as a multi-objective optimization one on the rationality and the robustness of the schedule. Pareto optimal solutions are derived. The effectiveness of the proposed method is illustrated by case studies based on the practical conditions. The characteristics of Pareto optimal solutions are made clear by comparing non Pareto optimal ones. The contribution of this paper is to propose a method to design the replacement schedule which is hard to be affected by the uncertainty of the equipment lifespan.
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基于多目标优化的不确定条件下防洪设施维修调度
排水泵站是防洪基础设施中的主要设施。其中许多已经老化,它们的维护,特别是更换,已经成为日本的一个大问题。这个工厂由许多不同类型的设备组成。每个人都有自己的寿命。寿命具有不确定性。提出了一种在不确定条件下,兼顾合理性和鲁棒性的设备更换调度方法。合理性是指计划的逻辑性和可行性。在可靠性和年成本约束下,用调度周期内的重置成本进行评估。鲁棒性是指计划不会受到设备寿命不确定性的影响。根据设备寿命的概率分布,用实际更换与计划更换的时间差的期望值来评估。考虑调度的合理性和鲁棒性,将该问题建模为多目标优化问题。得到了帕累托最优解。基于实际情况的实例分析表明了该方法的有效性。通过对非帕累托最优解的比较,明确了帕累托最优解的特征。本文的贡献在于提出了一种不受设备寿命不确定性影响的更换计划设计方法。
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