A data mining technique for three-phase distribution network voltage control

Hiroyuki Mori, Kojiro Shimomugi, Yasushi Umezawa

Research output: Chapter in Book/Report/Conference proceedingConference contribution

Abstract

In this paper, a data mining technique is proposed for distribution network voltage regulation. The proposed method efficiently extracts rules for dealing with three-phase distribution network loss minimization. Distribution companies are concerned with the network operation to make a profit under competitive environment. From a standpoint of power quality, the mathematical formulation of distribution network voltage control is hard to solve due to the complexity. In that sense, distribution operators do not understand the problem features well. This paper presents a regression-tree-based method that clarifies the nonlinear relationship between control variables and the network loss in a distribution network. A regression tree is constructed to find out rules in a distribution network voltage regulation. The proposed method is successfully applied to the IEEE 34-node system.

Original languageEnglish
Title of host publicationTransmission and Distribution Exposition Conference
Subtitle of host publication2008 IEEE PES Powering Toward the Future, PIMS 2008
DOIs
Publication statusPublished - 1 Dec 2008
EventTransmission and Distribution Exposition Conference: 2008 IEEE PES Powering Toward the Future, PIMS 2008 - Chicago, IL, United States
Duration: 21 Apr 200824 Apr 2008

Publication series

NameTransmission and Distribution Exposition Conference: 2008 IEEE PES Powering Toward the Future, PIMS 2008

Conference

ConferenceTransmission and Distribution Exposition Conference: 2008 IEEE PES Powering Toward the Future, PIMS 2008
CountryUnited States
CityChicago, IL
Period21/04/0824/04/08

Keywords

  • Data mining
  • Distribution network
  • Voltage control

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    Mori, H., Shimomugi, K., & Umezawa, Y. (2008). A data mining technique for three-phase distribution network voltage control. In Transmission and Distribution Exposition Conference: 2008 IEEE PES Powering Toward the Future, PIMS 2008 [4517113] (Transmission and Distribution Exposition Conference: 2008 IEEE PES Powering Toward the Future, PIMS 2008). https://doi.org/10.1109/TDC.2008.4517113