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Clustering Strategies applied to Binder Identification using Phantom Measurements

Antoni Fertner, Joao C. W. A. Costa, Reginaldo Santos, Claudomiro Sales Jr., Manoel Lima, Marx Freitas, Caio Rodrigues, Alessandra Araujo
Binder IdentificationDSLPhantom-mode mea- surementK-meansGaussian Mixture Model

Resumo

This paper proposes a method for the identification of TPs sharing the same binder, based on the analysis of phantom circuit measurements. Herein, phantoming is used to reveal if a 4-wire loop composed by two TPs are close enough in order to be considered in the same binder. K-means and Gaussian Mixture Model are evaluated on S11 parameter features obtained from the phantom-mode measurement of two TPs. Also, an automatic method to labelling the clusters and a method to estimate the length which two TPs share the same binder are briefly presented. Laboratory results confirm the accuracy of the methods.