应用多目标粒子群算法求解模糊多目标可靠性冗余分配问题

V. Ebrahimipour, A. Haeri, M. Sheikhalishahi, S. M. Asadzadeh
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引用次数: 35

摘要

可靠性冗余分配问题(RRAP)是工程设计实践中的主要问题。RRAP包括两个主要关注点,即指定冗余级别和每个组件的可靠性。该方法的目的是通过考虑相关约束来提高系统的可靠性水平。本文研究了以可靠性和成本为目标函数的多目标RRAP。在本研究中,考虑了组件成本的贴现率。将各部件的可靠性水平视为一个三角模糊数,提出了一个模糊多目标优化问题。然后,利用期望值概念将已开发的模型转换为一个清晰的模型。最后,采用多目标粒子群算法(MOPSO)对模型进行求解。
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Application of multi-objective particle swarm optimization to solve a fuzzy multi-objective reliability redundancy allocation problem
Reliability Redundancy Allocation Problem (RRAP) is a major problem in engineering design practices. RRAP includes two major concerns that are specifying the redundancy level and the reliability of each component. The purpose of this approach is to increase reliability level of system by considering related constraints. In this article a multi-objective RRAP comprising of reliability and cost as objective functions is studied. In this study, the discount rate for cost of the components is taken into account. Reliability level of each component is regarded as a triangular fuzzy number as well, and a fuzzy multi-objective optimization problem is developed to handle this issue. Then, the expected value concept is used to convert developed model to a crisp model. Finally, multi-objective particle swarm optimization (MOPSO) is applied to solve the crisp model.
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