A fuzzy-based failure mode effect and criticality analysis of solar photovoltaic systems

Sana Perveen, H. Ashfaq, M. Asjad
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引用次数: 1

Abstract

In this research work, a Failure Mode and Effect Analysis (FMEA) has been applied to a Solar Photovoltaic (SPV) system that consists of a photovoltaic module, an inverter, connecting cable, battery and a charge controller. The FMEA is a tool that can gauge the possible failure mode(s) in order to determine the probability of the failure. The traditional (crisp) method of FMEA ranks all failure modes using Risk Priority Number (RPN) according to severity order. However, traditional FMEA has several disadvantages (like chance of error, human intelligence, etc.) which may be overcome by integrating them with artificial intelligence techniques. Therefore, fuzzy logic is implemented to assess and ranks associated with each failure mode of different subassemblies of SPV system. Ranking of all failure modes has been done on the basis of fuzzy RPN, which is calculated by weighted Euclidean distance formula and centroid defuzzification method. It is expected that this work will help the designers and engineers by making them aware of the qualitative analysis of SPV systems.
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基于模糊的太阳能光伏系统失效模式效应及临界分析
在本研究工作中,将失效模式和影响分析(FMEA)应用于太阳能光伏(SPV)系统,该系统由光伏组件、逆变器、连接电缆、电池和充电控制器组成。FMEA是一种工具,可以衡量可能的失效模式,以确定故障的概率。传统的(crisp) FMEA方法使用风险优先级数(RPN)对所有失效模式按严重程度排序。然而,传统的FMEA有几个缺点(如错误的机会,人类智能等),可以通过将它们与人工智能技术相结合来克服。因此,采用模糊逻辑对SPV系统各部件的各种失效模式进行评估和排序。利用加权欧几里得距离公式和质心去模糊化方法计算模糊RPN,对各失效模式进行排序。期望这项工作能够帮助设计师和工程师了解SPV系统的定性分析。
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来源期刊
International Journal of Reliability and Safety
International Journal of Reliability and Safety Engineering-Safety, Risk, Reliability and Quality
CiteScore
1.00
自引率
0.00%
发文量
1
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