Design of a real-time security assessment tool for situational awareness enhancement in modern power systems

Ruisheng Diao, Vijay Vittal, Naim Logic

Research output: Contribution to journalArticle

96 Scopus citations

Abstract

Detailed security analysis for N-k contingencies (k =1, 2, 3) in a real-time setting is still a great challenge due to the significant computational burden. This paper takes advantage of phasor measurement units (PMUs) and decision trees (DTs) to develop a real-time security assessment tool to assess four important post-contingency security issues, including voltage magnitude violation (VMV), thermal limit violation (TV), voltage stability (VS) and transient stability (TS). The proposed scheme is tested on the Salt River Project (SRP) power system represented by a series of operating conditions (OCs) during a representative day. The properly trained DTs demonstrate excellent prediction performance. Robustness tests for the offline trained DTs are performed on a group of changed OCs that were not included for training the DTs and the idea of tuning critical system attributes for preventive controls is also presented to improve system security.

Original languageEnglish (US)
Article number5342461
Pages (from-to)957-965
Number of pages9
JournalIEEE Transactions on Power Systems
Volume25
Issue number2
DOIs
StatePublished - May 1 2010

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Keywords

  • Classification tree
  • Decision tree
  • Online security assessment
  • Preventive control
  • Regression tree
  • Thermal violation
  • Transient stability
  • Voltage magnitude violation
  • Voltage stability

ASJC Scopus subject areas

  • Energy Engineering and Power Technology
  • Electrical and Electronic Engineering

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