Title :
Preliminary work to classify the disturbance events recorded by phasor measurement units
Author :
Dahal, O.P. ; Brahma, S.M.
Author_Institution :
Klipsch Sch. of Electr. & Comput. Eng., New Mexico State Univ., Las Cruces, NM, USA
Abstract :
With increasing use of phasor measurement units in power system, an enormous amount of data is being stored in phasor data concentrators (PDCs). PDCs have the capability to store disturbance files separately. Over a period of time, the number of such disturbance files keeps increasing. However, these files are not really mined for data and mapped to actual events that may have caused the disturbance. This paper uses actual disturbance files from a PDC in the Public Service Company of New Mexico (PNM) system that collects data from four PMUs, and shows how the data needs to be preprocessed before it can be used. It also evaluates the performance of a feature extraction and classifier tool on some limited data files that store data for known disturbances logged by PNM. Based on these initial results, effectiveness of the classifier tool is evaluated, and future work is proposed that may ultimately lead to real time identification of disturbance events immediately after the disturbance files are created.
Keywords :
feature extraction; phasor measurement; power system faults; PDC; PMU; PNM; Public Service Company of New Mexico; disturbance events; disturbance files; feature extraction; phasor data concentrators; phasor measurement units; Ellipsoids; Feature extraction; Frequency measurement; Monitoring; Phasor measurement units; Power system dynamics; Voltage measurement; Event classification; feature extraction; phasor measurement unit; wide area monitoring;
Conference_Titel :
Power and Energy Society General Meeting, 2012 IEEE
Conference_Location :
San Diego, CA
Print_ISBN :
978-1-4673-2727-5
Electronic_ISBN :
1944-9925
DOI :
10.1109/PESGM.2012.6344715