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A framework for the reliability evaluation of grid-connected photovoltaic systems in the presence of intermittent faults

机译:存在间歇性故障时并网光伏系统可靠性评估的框架

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摘要

A framework for the reliability evaluation of grid-connected PV (photovoltaic) systems with intermittent faults is proposed using DBNs (dynamic Bayesian networks). A three-state Markov model is constructed to represent the state transition relationship of no faults, intermittent faults, and permanent faults for PV components. The model is subsequently fused into the DBNs. The reliability and availability of three simple PV systems with centralized, string, and multistring configurations, as well as a complex PV system, are analyzed through the proposed framework. The sequence of the degree of importance of PV components is investigated using mutual information. The effects of intermittent fault parameters, including the coefficients of intermittent fault, permanent fault, and intermittent repair, on the reliability and availability are explored. Results show that the reliability and availability of the PV system with centralized configuration rapidly decrease, compared with those of the PV systems with string and multistring configurations. The sequence of the degree of importance of PV components is DC/AC inverter, DC/DC converter, DC combiner, and PV module arranged from the largest to the smallest. The finding indicates that the DC/AC inverter should be given considerable attention to improve the reliability and availability and to prevent their possible failures. (C) 2015 Elsevier Ltd. All rights reserved.
机译:提出了一种使用DBN(动态贝叶斯网络)的间歇性故障并网光伏系统的可靠性评估框架。构建了三态马尔可夫模型来表示光伏组件的无故障,间歇性故障和永久性故障的状态转移关系。随后将模型融合到DBN中。通过所提出的框架,分析了具有集中式,串式和多串配置的三个简单PV系统以及一个复杂PV系统的可靠性和可用性。使用相互信息调查PV组件重要性程度的顺序。探索了间歇性故障参数,包括间歇性故障系数,永久性故障系数和间歇性维修系数对可靠性和可用性的影响。结果表明,与具有串和多串配置的PV系统相比,具有集中配置的PV系统的可靠性和可用性迅速降低。 PV组件的重要程度顺序是DC / AC逆变器,DC / DC转换器,DC组合器和从最大到最小排列的PV模块。该发现表明,应该给予DC / AC逆变器相当大的关注,以提高可靠性和可用性并防止其可能的故障。 (C)2015 Elsevier Ltd.保留所有权利。

著录项

  • 来源
    《Energy 》 |2015年第2期| 1308-1320| 共13页
  • 作者单位

    China Univ Petr, Coll Mech & Elect Engn, Qingdao 266580, Shandong, Peoples R China;

    China Univ Petr, Coll Mech & Elect Engn, Qingdao 266580, Shandong, Peoples R China;

    China Univ Petr, Coll Mech & Elect Engn, Qingdao 266580, Shandong, Peoples R China;

    China Univ Petr, Coll Mech & Elect Engn, Qingdao 266580, Shandong, Peoples R China;

    China Univ Petr, Coll Mech & Elect Engn, Qingdao 266580, Shandong, Peoples R China;

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  • 原文格式 PDF
  • 正文语种 eng
  • 中图分类
  • 关键词

    Dynamic Bayesian networks; Reliability evaluation; Intermittent faults; Photovoltaic systems;

    机译:动态贝叶斯网络可靠性评估间歇性故障光伏系统;

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