Classification of load change transients and incipient abnormalities in underground cable using pattern analysis techniques Conference Paper

abstract

• This paper presents a feasibility study on the application of pattern analysis techniques to classify load change transients and incipient abnormalities in an underground distribution cable lateral. The data were collected using an online monitoring system installed in a residential area in Dallas. A set of features obtained from wavelet packet analysis was evaluated. Methods of dimensionality reduction were employed to overcome the curse of dimensionality while preserving a good classification rate. The classification results using k-nearest-neighbor (KNN) classifiers show that the proposed methodology can be used to classify load change transients and incipient abnormalities.

name of conference

• 2003 IEEE PES Transmission and Distribution Conference and Exposition (IEEE Cat. No.03CH37495)

authors

• Butler-Purry, Karen

published proceedings

• 2003 IEEE PES TRANSMISSION AND DISTRIBUTION CONFERENCE & EXPOSITION, VOLS 1-3, CONFERENCE PROCEEDINGS

author list (cited authors)

• Mousavi, M. J., Butler-Purry, K. L., Gutierrez-Osuna, R., & Najafi, M.

citation count

• 9

complete list of authors

• Mousavi, MJ||Butler-Purry, KL||Gutierrez-Osuna, R||Najafi, M

publication date

• January 2003

publisher

• Institute of Electrical and Electronics Engineers (IEEE)  Publisher

keywords

• Incipient Abnormalities
• Pattern Analysis
• Underground Distribution Cable
• Wavelet Packet Analysis

Digital Object Identifier (DOI)

• 10.1109/TDC.2003.1335177

International Standard Book Number (ISBN) 10

• 0-7803-8110-6

start page

• 175

end page

• 180

volume

• 1

URL

• http://dx.doi.org/10.1109/tdc.2003.1335177