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高压电器  2015 

基于支持向量机的高压断路器机械状态预测算法研究

DOI: 10.13296/j.1001-1609.hva.2015.07.030, PP. 155-159

Keywords: 高压断路器,机械状态,支持向量机,时间序列,网格搜索

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Abstract:

机械故障是高压断路器运行过程中的主要故障之一,对高压断路器开展机械状态评估与预测,对提高高压开关设备和电网运行可靠性具有重要意义。文中基于支持向量机进行了高压断路器机械状态预测算法的研究。支持向量机是一种统计机器学习算法,以结构风险最小化为训练目标,能够很好地解决过学习、维数灾难、局部最优等传统机器学习算法遇到的问题。在具体的算法实现中,文中利用断路器前几次动作的触头行程和操作线圈电流曲线来预测下一次或者后几次动作数据。利用预测出来的机械动作数据对高压断路器进行故障诊断,可以发现高压断路器潜在的问题,从而达到机械状态预测的目的。此外,文中通过归一化、交叉验证、网格搜索等方法来确定算法参数和提高算法精度。最后,以高压断路器机械寿命试验数据为例测试了该算法,结果表明该算法能够很好地训练并预测机械动作行程曲线和操作线圈电流曲线。

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