变压器是电力供应的重要组成部分,油中溶解气体测试方法通常用于配电变压器的质量检测,从而诊断其故障。文中提出了一种改进的优化算法,利用溶解气体分析(disslved gases analysis,DGA)对电力变压器质量检测从而进行故障预测。首先,从各种来源收集来自变压器DGA的数据,并选择最佳混合特征集作为模型的输入。其次,对于特征选择,采用核主成分分析(kernel principal component analysis,KPCA),为了优化最小二乘支持向量机(least squares ...
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