王乃啸, 王希林, 覃歆然, 贾志东. 激光诱导击穿光谱结合CARS-PLSR法快速定量检测绝缘子污秽[J]. 中国电机工程学报, 2020, 40(4): 1378-1386,1428. DOI: 10.13334/j.0258-8013.pcsee.190861
引用本文: 王乃啸, 王希林, 覃歆然, 贾志东. 激光诱导击穿光谱结合CARS-PLSR法快速定量检测绝缘子污秽[J]. 中国电机工程学报, 2020, 40(4): 1378-1386,1428. DOI: 10.13334/j.0258-8013.pcsee.190861
WANG Nai-xiao, WANG Xi-lin, TAN Xin-ran, JIA Zhi-dong. Fast Quantitative Detection of Pollution in Insulators via Laser-induced Breakdown Spectroscopy and CARS-PLSR Model[J]. Proceedings of the CSEE, 2020, 40(4): 1378-1386,1428. DOI: 10.13334/j.0258-8013.pcsee.190861
Citation: WANG Nai-xiao, WANG Xi-lin, TAN Xin-ran, JIA Zhi-dong. Fast Quantitative Detection of Pollution in Insulators via Laser-induced Breakdown Spectroscopy and CARS-PLSR Model[J]. Proceedings of the CSEE, 2020, 40(4): 1378-1386,1428. DOI: 10.13334/j.0258-8013.pcsee.190861

激光诱导击穿光谱结合CARS-PLSR法快速定量检测绝缘子污秽

Fast Quantitative Detection of Pollution in Insulators via Laser-induced Breakdown Spectroscopy and CARS-PLSR Model

  • 摘要: 绝缘子污秽度在线检测是实现泛在电力物联网战略中电力设备智能化的重要需求,是电力系统外绝缘安全可靠运行的重要措施,研究快速、准确的在线检测污秽度的方法对监测输电线路运行状态非常关键。该文利用激光诱导击穿光谱结合自适应重加权优化算法–偏最小二乘回归研究绝缘子表面污秽成分快速检测方法。利用不同的光谱预处理方法预处理光谱数据,采用自适应重加权算法优化选择待测元素光谱强度变量,应用偏最小二乘法回归建立人工污秽等值附盐密度与待测元素光谱强度的定量分析模型。结果显示,归一化预处理方法结合自适应重加权算法光谱变量优化选择方法可以提高偏最小二乘法的分析精度,有助于激光诱导击穿光谱技术实现绝缘子污秽成分的快速检测。

     

    Abstract: On-line detection of insulator contamination is essential for realizing the intelligence of power equipment in the ubiquitous power internet of things strategy, and is important for the safe and reliable operation of the external insulation of power systems. Research on online, fast and accurate methods for detecting pollution is of great significance for monitoring the operating state of transmission lines. In this paper, a quantitative method for the rapid detection of laserinduced breakdown spectroscopy(LIBS) and the competitive adaptive reweighting sampling-the partial least squares regression(CARS-PLSR) of insulators was studied. The spectral data was preprocessed by different spectral preprocessing methods. The CARS was used to optimize the selected spectral variables. Then PLSR was used to establish a quantitative analysis model of the equivalent salt density and the spectral intensity of the elements tested. The results showed that the normalized preprocessing method combined with the CARS can improve the analysis accuracy of the PLSR method.

     

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