DocumentCode :
110171
Title :
Reliability Analysis of Phasor Measurement Unit Using Hidden Markov Model
Author :
Murthy, Cherukuri ; Mishra, Anadi ; Ghosh, Debashis ; Roy, Diptendu Sinha ; Mohanta, Dusmanta Kumar
Author_Institution :
Dept. of Electr. & Electron. Eng., Nat. Inst. of Sci. & Technol., Berhampur, India
Volume :
8
Issue :
4
fYear :
2014
fDate :
Dec. 2014
Firstpage :
1293
Lastpage :
1301
Abstract :
Recently, electrical power systems have emerged as the largest and most complex machine because of its inordinate growth due to technological innovations and because of geographical sprawl. This growth has necessitated a commensurate system for operation, monitoring, and control, which is known as the wide-area measurement system (WAMS). The edifice of WAMS is the phasor measurement unit (PMU). Its failure adversely affects WAMS as a whole; therefore, reliability analysis of the PMU is extremely essential. This paper uses hidden Markov model to perform the reliability analysis of PMU. Although many reliability evaluation methods have been used for computing steady-state probabilities, the proposed methodology has the unique ability to compute transient probability, leading to better system monitoring during transient states to ensure proper restorative initiatives. This paper validates the efficacy of the proposed methodology with relevant case studies for real-time application in a modern power system to ensure reliable monitoring using PMUs.
Keywords :
hidden Markov models; phasor measurement; power system reliability; power system restoration; power system transients; probability; PMU; WAMS; commensurate system; electrical power system; geographical sprawl; hidden Markov model; phasor measurement; reliability evaluation method; steady-state probability computation; transient probability; wide-area measurement system; Hidden Markov models; Markov processes; Phasor measurement units; Power system reliability; Reliability; Viterbi algorithm; Wide area measurements; Baum–Welch algorithm; Baum???Welch algorithm; Viterbi algorithm; hidden Markov model (HMM); phasor measurement unit (PMU); reliability; wide-area measurement system (WAMS);
fLanguage :
English
Journal_Title :
Systems Journal, IEEE
Publisher :
ieee
ISSN :
1932-8184
Type :
jour
DOI :
10.1109/JSYST.2014.2314811
Filename :
6812154
Link To Document :
بازگشت