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基于扩展卡尔曼滤波算法的接地电阻状态可靠估计 被引量:7

Reliable Estimate State of Grounding Resistance Based on Extended Kalman Filter
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摘要 针对目前接地网故障诊断一般只能诊断出严重腐蚀支路或腐蚀断裂支路的缺陷,结合电网络理论和现代信号处理中的扩展卡尔曼滤波算法,提出基于扩展卡尔曼滤波算法的接地网支路电阻状态的可靠估计。根据接地网的拓扑结构,建立状态方程和观测方程,状态方程和观测方程均在估计值处进行Taylor展开,实现线性化,运用算法迭代得到采样时间内支路电阻值的变化趋势及对应电阻变化率。利用Python对实际算例进行仿真,其结果与通过电化学方法检测计算得到的电阻变化率比较,可验证所提方法的准确性。 Currently,ground fault diagnosis can only diagnose with severe corrosion branches or corrosion crackingbranches.Ror this shortage,combined with electrical network theory and extended Kalman filtering algorithm inmodern signal processing,this article proposes a reliable estimation for branch resistance state based on extendedKalman filtering algorithm.Depending on the topology of grounding grids,the first step is establishing state equationand observation equation;the second step is carrying them out respectively at an estimated value of the Taylorexpansion in order to realize the linearization. By means of an iterative algorithm,it can obtain the tendency ofbranch resistance value and resistance change rate within the sampling time. Through practical examples usingPython,results compared with the rate of change in resistance calculated by electrochemical detection verify theaccuracy of the proposed method.
出处 《高压电器》 CAS CSCD 北大核心 2018年第2期166-172,179,共8页 High Voltage Apparatus
基金 国家自然科学基金资助项目(61173108 61272147 60973032) 湖南省自然科学基金重点资助项目(14JJ2150 10JJ2045)~~
关键词 扩展卡尔曼滤波 接地网 状态方程 观测方程 TAYLOR展开 电阻变化率 extended Kalman filter grounding grid equation of state observation equation Taylor expantion resistance rate of change
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