Classification of Power Quality Disturbances Using Wavelet Transform and K-Nearest Neighbor Classifier

被引：0

作者：

Ngo Minh Khoa ^{[1
]}

Dinh Thanh Viet ^{[1
]}

Nguyen Huu Hieu ^{[1
]}

机构：

[1] Quy Nhon Univ, Dept Tech & Technol, Quy Nhon, Vietnam

来源：

2013 IEEE INTERNATIONAL SYMPOSIUM ON INDUSTRIAL ELECTRONICS (ISIE) | 2013年

关键词：

Power quality; Wavelet transform; K-Nearest neighbor; Disturbance; Classification;

D O I：

暂无

中图分类号：

TM [电工技术]; TN [电子技术、通信技术];

学科分类号：

0808 ; 0809 ;

摘要：

This paper proposes a new method to classify power quality disturbances using wavelet transform and K-nearest neighbor classifier. New features of power quality disturbances are extracted from discrete wavelet transform then using K-nearest neighbor classifier to classify these disturbances according to the features. Block diagram of the proposed method has been shown in this paper. Performance of the proposed method is trained and verified with power quality disturbances generated by Matlab software. The classification accuracy for these disturbances has been presented and shows that the proposed method is doing well in classifying these types of power quality disturbances.

引用

页数：4

共 50 条

[41] Skin lesion classification system using a K-nearest neighbor algorithm [J].

Mustafa Qays Hatem .

Visual Computing for Industry, Biomedicine, and Art, 5

[42] Skin lesion classification system using a K-nearest neighbor algorithm [J].

Hatem, Mustafa Qays .

VISUAL COMPUTING FOR INDUSTRY BIOMEDICINE AND ART, 2022, 5 (01)

[43] Detection and Classification of Power Quality Disturbances Using Wavelet Transform and Support Vector Machines [J].

Moravej, Z. ;

Abdoos, A. A. ;

Pazoki, M. .

ELECTRIC POWER COMPONENTS AND SYSTEMS, 2010, 38 (02) :182-196

[44] A k-nearest neighbor approach for chromosome shape classification [J].

Serbanescu, Mircea Sebastian .

ANNALS OF THE UNIVERSITY OF CRAIOVA-MATHEMATICS AND COMPUTER SCIENCE SERIES, 2010, 37 (03) :142-146

[45] Identification of Combined Power Quality Disturbances in the Presence of Distributed Generations Using Variational Mode Decomposition and K-nearest Neighbors Classifier [J].

Behzadi, M. ;

Amirahmadi, M. ;

Askari, M. Tolou ;

Babaeinik, M. .

INTERNATIONAL JOURNAL OF ENGINEERING, 2022, 35 (04) :657-674

[46] Diagnostic of ECG Arrhythmia using Wavelet Analysis and K-Nearest Neighbor Algorithm [J].

Bouaziz, Fatiha ;

Boutana, Daoud ;

Oulhadj, Hamouche .

PROCEEDINGS OF THE 2018 INTERNATIONAL CONFERENCE ON APPLIED SMART SYSTEMS (ICASS), 2018,

[47] Improving K-Nearest Neighbor Efficacy for FarsiText Classification [J].

Elahimanesh, Mohammad Hossein ;

BehrouzMinaei-Bidgoli ;

Malekinezhad, Hossein .

LREC 2012 - EIGHTH INTERNATIONAL CONFERENCE ON LANGUAGE RESOURCES AND EVALUATION, 2012, :1618-1621

[48] K-Nearest Neighbor Classification for Glass Identification Problem [J].

Aldayel, Mashael S. .

2012 INTERNATIONAL CONFERENCE ON COMPUTER SYSTEMS AND INDUSTRIAL INFORMATICS (ICCSII), 2012,

[49] Novel text classification based on K-nearest neighbor [J].

Yu, Xiao-Peng ;

Yu, Xiao-Gao .

PROCEEDINGS OF 2007 INTERNATIONAL CONFERENCE ON MACHINE LEARNING AND CYBERNETICS, VOLS 1-7, 2007, :3425-+

[50] Generalizing fuzzy k-nearest neighbor classifier using an OWA operator with a RIM quantifier [J].

Kumbure, Mahinda Mailagaha ;

Luukka, Pasi .

EXPERT SYSTEMS WITH APPLICATIONS, 2025, 282

← 1 2 3 4 5 →