Classification of Salt Fog Aged Silicone Rubber Micro Nanocomposites Through PCA Assisted LIBS

C. Naresh, P. Vinod, R. Jayaganthan, S. Kornhuber, S. R.
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引用次数: 1

Abstract

The conductive channels formed over the silicone rubber (SR) materials due to atmospheric conditions impose a threat of arcing during the power system network operation. The present study is carried out to detect the level of contamination of insulating materials through laser induced breakdown spectroscopy (LIBS) and principal component analysis (PCA). The objective is to create a database of LIBS spectra of salt fog aged SR samples under different accelerated ageing cycles. Further, the database of spectra is transferred to new principal plane that has various clusters, and each spectrum of the ageing method aggregates at the respective cluster. Further, based on the occupancy of the LIBS spectrum of unknown material in the vicinity of already existing clusters of known samples, the level of ageing is determined qualitatively.
盐雾老化硅橡胶微纳复合材料的PCA辅助LIBS分类
在电力系统运行过程中,由于大气条件的影响,硅橡胶(SR)材料上形成的导电通道会产生电弧威胁。本研究采用激光诱导击穿光谱(LIBS)和主成分分析(PCA)检测绝缘材料的污染水平。目的是建立不同加速老化周期下盐雾时效SR样品的LIBS光谱数据库。然后,将光谱数据库转移到具有不同聚类的新主平面上,并将老化方法的每个光谱聚集在各自的聚类上。此外,基于已知样品簇附近未知物质的LIBS光谱的占用,可以定性地确定老化水平。
本文章由计算机程序翻译,如有差异,请以英文原文为准。
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