Detection and Classification of Power Quality Disturbances Using Stockwell Transform and Rule Based Decision Tree

被引：0

作者：

Meena, Mahaveer ^{[1
]}

Mahela, Om Prakash ^{[2
]}

Kumar, Mahendra ^{[1
]}

Kumar, Neeraj ^{[1
]}

机构：

[1] RCERT, Jaipur, Rajasthan, India

[2] IIT Jodhpur, Jodhpur, Rajasthan, India

来源：

2018 INTERNATIONAL CONFERENCE ON SMART ELECTRIC DRIVES AND POWER SYSTEM (ICSEDPS) | 2018年

关键词：

Feature extraction; power quality disturbance; rule based decision tree; Stockwell transform; DECOMPOSITION;

D O I：

暂无

中图分类号：

TE [石油、天然气工业]; TK [能源与动力工程];

学科分类号：

0807 ; 0820 ;

摘要：

This manuscript describes an approach based on Stockwell Transform and rule based decision tree for detection and classification of single stage power quality (PQ) disturbances. Power quality disturbances are generated in MATLAB software using mathematical relations in conformity with the IEEE Standard-1159. The single stage power quality disturbances like sag in voltage, swell in voltage, momentary interruption (MI), harmonics, impulsive transient (IT), oscillatory transient (OT) and notch are studied in the presented research work. Pure sine wave is taken as reference for detection of PQ disturbances. Various plots of signals with PQ disturbances have been obtained and features extracted from these disturbances are given as input to the rule based decision tree for classification purpose. Effectiveness of proposed algorithm is established by testing 30 data sets of each PQ events obtained by varying the parameters.

引用

页码：227 / 232

页数：6

共 50 条

[1] Detection and Classification of Complex Power Quality Disturbances Using Stockwell Transform and Rule Based Decision Tree
Meena, Mahaveer
Mahela, Om Prakash
Kumar, Mahendra
Kumar, Neeraj
2018 INTERNATIONAL CONFERENCE ON SMART ELECTRIC DRIVES AND POWER SYSTEM (ICSEDPS), 2018, : 220 - 226
[2] Detection and Classification of Complex Power Quality Disturbances Using Hilbert Transform and Rule Based Decision Tree
Saini, Rahul
Mahela, Om Prakash
Sharma, Deepak
2018 IEEE 8TH POWER INDIA INTERNATIONAL CONFERENCE (PIICON), 2018,
[3] Detection and Classification of Transmission Line Faults Using Stockwell Transform and Rule Based Decision Tree
Sharma, Gajanand
Mahela, Om Prakash
Kumar, Mahendra
Kumar, Neeraj
2018 INTERNATIONAL CONFERENCE ON SMART ELECTRIC DRIVES AND POWER SYSTEM (ICSEDPS), 2018, : 215 - 219
[4] Detection and Classification of Power Quality Disturbances in Power System Using Modified-Combination between the Stockwell Transform and Decision Tree Methods
Minh Khoa, Ngo
Van Dai, Le
ENERGIES, 2020, 13 (14)
[5] An Algorithm Based on Hilbert Transform and Rule Based Decision Tree Classification of Power Quality Disturbances
Saini, Rahul
Mahela, Om Prakash
Sharma, Deepak
2018 IEEE 8TH POWER INDIA INTERNATIONAL CONFERENCE (PIICON), 2018,
[6] Detection and Classification of Multiple Power Quality Disturbances Using Stockwell Transform and Deep Learning
Cui, Chenhui
Duan, Yujie
Hu, Hongli
Wang, Liang
Liu, Qing
IEEE TRANSACTIONS ON INSTRUMENTATION AND MEASUREMENT, 2022, 71
[7] Power Quality Disturbances Classification Based on Modified S transform and Decision Tree
Yi, Jiliang
Ouyang, Qin
ENERGY DEVELOPMENT, PTS 1-4, 2014, 860-863 : 1891 - 1894
[8] Detection of Power Quality Disturbances in the Utility Grid using Stockwell Transform
Sharma, Ankit Kumar
Mahela, Om Prakash
Ola, Sheesh Ram
2016 IEEE 7TH POWER INDIA INTERNATIONAL CONFERENCE (PIICON), 2016,
[9] Recognition of Power Quality Disturbances Using S-Transform and Rule-Based Decision Tree
Mahela, Om Prakash
Shaik, Abdul Gafoor
PROCEEDINGS OF THE FIRST IEEE INTERNATIONAL CONFERENCE ON POWER ELECTRONICS, INTELLIGENT CONTROL AND ENERGY SYSTEMS (ICPEICES 2016), 2016,
[10] Classification of Power Quality Disturbances Using Stockwell Transform and Back Propagation Algorithm
Elango, M. K.
Loganathan, K.
IEEE INTERNATIONAL CONFERENCE ON EMERGING TECHNOLOGICAL TRENDS IN COMPUTING, COMMUNICATIONS AND ELECTRICAL ENGINEERING (ICETT), 2016,

← 1 2 3 4 5 →