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基于CNN-LSTM算法的电力系统气象灾害故障预测方法 被引量:2
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作者 赵建伟 林雨场 +5 位作者 陈升 李琦 李更丰 张理寅 陆旭 辛正堃 《电工电能新技术》 北大核心 2025年第3期109-118,共10页
近年来,日益频发的台风、冰灾、地震、高温等气象灾害事件严重威胁电力系统的安全可靠运行,极端气象灾害下的大规模电网事故导致极高的社会经济损失,因此,对电力系统灾害故障进行精准有效预测具有重要意义。然而,传统方法考虑的故障影... 近年来,日益频发的台风、冰灾、地震、高温等气象灾害事件严重威胁电力系统的安全可靠运行,极端气象灾害下的大规模电网事故导致极高的社会经济损失,因此,对电力系统灾害故障进行精准有效预测具有重要意义。然而,传统方法考虑的故障影响因素类型较为单一,未能同时考虑气象、地理、电网等多种因素对系统故障的影响。同时,考虑极端气象灾害的空间分布和时序演变特性,故障的时空相关性也是预测中的关键因素。因此,本文提出一种基于卷积-长短期记忆神经网络的电力系统气象灾害故障预测方法,建立包含气象、地理、电网多源数据的电力系统故障预测数据集,提出基于卷积神经网络的多源数据融合分析方法,实现故障空间相关性的高效提取;基于长短期记忆算法设计了具有双层网络结构的故障时序预测方法,实现了故障时间相关性的有效刻画,最终形成卷积-长短期记忆神经网络统一框架,提升气象灾害故障预测的准确度。所提方法的有效性和准确性通过台风“米卡拉”、“卢碧”的历史气象数据以及中国东南沿海某区域地理、电网数据进行验证。 展开更多
关键词 深度学习 卷积神经网络 长短期记忆神经网络 电力系统故障预测 气象灾害
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A general analytical approach to reach maximum grid support by PMSG-based wind turbines under various grid faults
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作者 Farid Atash BAHAR Ali AJAMI +1 位作者 Hossein MOKHTARI Hossein HOJABRI 《Journal of Central South University》 SCIE EI CAS CSCD 2019年第10期2833-2844,共12页
A novel fault ride-through strategy for wind turbines,based on permanent magnet synchronous generator,has been proposed.The proposed strategy analytically formulates the reference current signals,disregarding grid fau... A novel fault ride-through strategy for wind turbines,based on permanent magnet synchronous generator,has been proposed.The proposed strategy analytically formulates the reference current signals,disregarding grid fault type and utilizes the whole system capacity to inject the reactive current required by grid codes and deliver maximum possible active power to support grid frequency and avoid generation loss.All this has been reached by taking the grid-side converter’s phase current limit into account.The strategy is compatible with different countries’grid codes and prevents pulsating active power injection,in an unbalanced grid condition.Model predictive current controller is applied to handling rapid transients.During faults,the energy storage system maintains DC-link voltage,which causes voltage fluctuations to be eliminated,significantly.A fault ride-through strategy was proposed for PMSG-based wind turbines,neglecting fault characteristics,second,reaching maximum possible grid support in faulty grid conditions,while avoiding over-current and third,considerable reduction in energy storage system size and power rating.Inspiring simulations have been carried out through MATLAB/SIMULINK to validate the feasibility and competency of the proposed fault ride-through method and efficiency of the entire control system. 展开更多
关键词 energy storage permanent magnet machines power system faults predictive control wind power generation
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