Live line snow and ice coverage detection of ceramic insulator using gabor image features

D. Pernebayeva; A. James; M. Bagheri

Live line snow and ice coverage detection of ceramic insulator using gabor image features

D. Pernebayeva, A. James, M. Bagheri

Nazarbayev University

Research output: Contribution to conference › Paper › peer-review

4 Citations (Scopus)

Abstract

This study proposes a novel inspection technique for remote information extraction from electrical insulator surface under complex climate condition using image processing. Experiments conducted on recorded images of snow, ice and water covered insulator. Gabor filtering algorithm is utilized for extracting a set of Gabor phase congruency features from insulator images for the presence or absence of snow, ice and water droplets using minimum distance nearest neighbor classifier.

Original language	English
Publication status	Published - Jan 1 2017
Event	2017 IET International Conference on Resilience of Transmission and Distribution Networks, RTDN 2017 - Birmingham, United Kingdom Duration: Sept 26 2017 → Sept 28 2017

Conference

Conference	2017 IET International Conference on Resilience of Transmission and Distribution Networks, RTDN 2017
Country/Territory	United Kingdom
City	Birmingham
Period	9/26/17 → 9/28/17

Keywords

Feature extraction
Gabor filters
Hv insulator
Nn classifier

ASJC Scopus subject areas

Electrical and Electronic Engineering

Cite this

@conference{1db00b527678475689dec5b47efe0f80,

title = "Live line snow and ice coverage detection of ceramic insulator using gabor image features",

abstract = "This study proposes a novel inspection technique for remote information extraction from electrical insulator surface under complex climate condition using image processing. Experiments conducted on recorded images of snow, ice and water covered insulator. Gabor filtering algorithm is utilized for extracting a set of Gabor phase congruency features from insulator images for the presence or absence of snow, ice and water droplets using minimum distance nearest neighbor classifier.",

keywords = "Feature extraction, Gabor filters, Hv insulator, Nn classifier",

author = "D. Pernebayeva and A. James and M. Bagheri",

year = "2017",

month = jan,

day = "1",

language = "English",

note = "2017 IET International Conference on Resilience of Transmission and Distribution Networks, RTDN 2017 ; Conference date: 26-09-2017 Through 28-09-2017",

}

TY - CONF

T1 - Live line snow and ice coverage detection of ceramic insulator using gabor image features

AU - Pernebayeva, D.

AU - James, A.

AU - Bagheri, M.

PY - 2017/1/1

Y1 - 2017/1/1

N2 - This study proposes a novel inspection technique for remote information extraction from electrical insulator surface under complex climate condition using image processing. Experiments conducted on recorded images of snow, ice and water covered insulator. Gabor filtering algorithm is utilized for extracting a set of Gabor phase congruency features from insulator images for the presence or absence of snow, ice and water droplets using minimum distance nearest neighbor classifier.

AB - This study proposes a novel inspection technique for remote information extraction from electrical insulator surface under complex climate condition using image processing. Experiments conducted on recorded images of snow, ice and water covered insulator. Gabor filtering algorithm is utilized for extracting a set of Gabor phase congruency features from insulator images for the presence or absence of snow, ice and water droplets using minimum distance nearest neighbor classifier.

KW - Feature extraction

KW - Gabor filters

KW - Hv insulator

KW - Nn classifier

UR - http://www.scopus.com/inward/record.url?scp=85047911841&partnerID=8YFLogxK

UR - http://www.scopus.com/inward/citedby.url?scp=85047911841&partnerID=8YFLogxK

M3 - Paper

AN - SCOPUS:85047911841

T2 - 2017 IET International Conference on Resilience of Transmission and Distribution Networks, RTDN 2017

Y2 - 26 September 2017 through 28 September 2017

ER -

Live line snow and ice coverage detection of ceramic insulator using gabor image features

Abstract

Conference

Keywords

ASJC Scopus subject areas

Other files and links

Fingerprint

Cite this