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  1. Home
  2. Indian Institute of Technology Madras
  3. Publication6
  4. A novel approach for phase identification in smart grids using Graph Theory and Principal Component Analysis
 
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A novel approach for phase identification in smart grids using Graph Theory and Principal Component Analysis

Date Issued
28-07-2016
Author(s)
Jayadev, P. Satya
Rajeswaran, Aravind
Nirav Pravinbhai Bhatt 
Indian Institute of Technology, Madras
Ramakrishna Pasumarthy 
Indian Institute of Technology, Madras
DOI
10.1109/ACC.2016.7526150
Abstract
Consumers with low demand, like households, are generally supplied single-phase power by connecting their service mains to one of the phases of a distribution transformer. The distribution companies face the problem of keeping a record of consumer connectivity to a phase due to uninformed changes that happen. The exact phase connectivity information is important for the efficient operation and control of distribution system. We propose a new data driven approach to the problem based on Principal Component Analysis (PCA) and its Graph Theoretic interpretations, using energy measurements in equally timed short intervals, generated from smart meters. We propose an algorithm for inferring phase connectivity from noisy measurements. The algorithm is demonstrated using simulated data for phase connectivities in distribution networks.
Volume
2016-July
Subjects
  • Phase Identification

  • Power Distribution Ne...

  • Principle Component A...

  • Smart Meters

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