基于风冰负荷时间序列预测模型的架空输电线路故障预测

IF 13.7 1区 工程技术 Q1 ENGINEERING, INDUSTRIAL Reliability Engineering & System Safety Pub Date : 2025-07-01 Epub Date: 2025-02-18 DOI:10.1016/j.ress.2025.110927
Xiangrui Meng, Li Tian, Juncai Liu, Qingtong Jin
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引用次数: 0

摘要

现有的输电线路结冰研究通常以回归期的形式考虑过去期的气候条件。然而,在气候变化时代,用历史数据完全预测未来建筑的灾害强度是不可能的。为此,本文提出了一个风冰条件下区域架空输电线路的框架。首先,采集OTL地区气象站资料,基于统计数据和时间序列预测模型计算当前和未来时段的关键气象参数;随后,基于提出的风冰联合作用计算方法,对各历史时期的灾害强度和OTL响应进行了研究。最后,计算风冰联合作用下OTL的易损性,将风冰灾害的分布与OTL的易损性相结合,计算不同历史时期OTL的失效概率。结果表明,气候变化严重影响了结构的失效概率,导致OTL生命周期的不确定性增大,建议采用应对气候变化的补充设计策略。
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Failure prediction of overhead transmission lines incorporating time series prediction model for wind-ice loads
The existing research on transmission line icing usually considers the climatic conditions of the past period in the form of return period. However, in the era of climate change, it is impossible to fully predict the disaster intensity of future structures with historical data. Therefore, this paper proposes an framework for regional overhead transmission lines (OTLs) under wind-ice. Firstly, the meteorological station data of the OTL area are collected, and the key meteorological parameters of the current and future periods are calculated based on the statistical data and time series prediction model. Subsequently, based on the proposed calculation method of wind-ice combined action, the disaster intensity and OTL response in each historical period are studied. Finally, the fragility of OTL under the combined action of wind and ice is calculated, and the failure probability of OTL under different historical periods is calculated by combining the distribution of wind and ice disasters with the fragility of OTL. The results show that climate change seriously affects the failure probability of the structure, resulting in greater uncertainty in the OTL life cycle, and a supplementary design strategy for coping with climate change is recommended.
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来源期刊
Reliability Engineering & System Safety
Reliability Engineering & System Safety 管理科学-工程:工业
CiteScore
15.20
自引率
39.50%
发文量
621
审稿时长
67 days
期刊介绍: Elsevier publishes Reliability Engineering & System Safety in association with the European Safety and Reliability Association and the Safety Engineering and Risk Analysis Division. The international journal is devoted to developing and applying methods to enhance the safety and reliability of complex technological systems, like nuclear power plants, chemical plants, hazardous waste facilities, space systems, offshore and maritime systems, transportation systems, constructed infrastructure, and manufacturing plants. The journal normally publishes only articles that involve the analysis of substantive problems related to the reliability of complex systems or present techniques and/or theoretical results that have a discernable relationship to the solution of such problems. An important aim is to balance academic material and practical applications.
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