Automatic Clustering of Noise in Multi-Conductor Narrow Band PLC Channels | IEEE Conference Publication | IEEE Xplore

Automatic Clustering of Noise in Multi-Conductor Narrow Band PLC Channels


Abstract:

Multi-conductor noise in power line communication is a complex phenomenon that cannot be analyzed in a simple manner. Data analytics techniques, such as automatic cluster...Show More

Abstract:

Multi-conductor noise in power line communication is a complex phenomenon that cannot be analyzed in a simple manner. Data analytics techniques, such as automatic clustering, are a promising methodology to analyze multi conductor noise traces with reduced computational effort and small number of setup parameters. In this article, we propose an approach to uncover the structure of the narrow band multi conductor power line noise with an automatic procedure that exploits the tool self organizing map to extract features, classify and label the noise time series. The proposed algorithms are evaluated through real noise data in the spectrum 3-500kHz.
Date of Conference: 03-05 April 2019
Date Added to IEEE Xplore: 18 April 2019
ISBN Information:
Conference Location: Prague, Czech Republic

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