Support vector machine and tree models for oil and Kraft degradation in power transformers

被引:22
作者
Arias Velasquez, Ricardo Manuel [1 ,2 ]
机构
[1] Univ Tecnol Peru, Lima, Peru
[2] Univ Nacl San Agustin Arequipa, Arequipa, Peru
关键词
Kraft paper; Oil quality; Power transformer; Reactor; Support vector machine; FAULT-DIAGNOSIS; PREDICTION; SYSTEM;
D O I
10.1016/j.engfailanal.2021.105488
中图分类号
TH [机械、仪表工业];
学科分类号
0802 ;
摘要
The power transformer analysis focused internal fault identification is important for the energy efficiency in all the countries, the partial discharge is one of the main failure modes, it affects the remaining life until the failure. In this research article, the new approach by using soft techniques as support vector machine (SVM) and tree models (TM) allow to detect partial discharge with high accuracy (97.55%); dissolved gas analysis (DGA) for the quality of the oil-Kraft, degradation and evaluate the remaining life. An important achieve is the highest accuracy for the thermal influence in oil degradation (100%). Finally, this research article has provided an algorithm for the highest accuracy obtained from the DGA for oil and Kraft degradation with a crosscheck process by using the cluster analysis.
引用
收藏
页数:12
相关论文
共 31 条
[1]   Thermal characterization and diffusivity of two mono-component epoxies for transformer insulation [J].
Abenojar, Juana ;
Enciso, Belen ;
Pantoja, Mariola ;
Velasco, Francisco ;
Martinez, Miguel-Angel .
INTERNATIONAL JOURNAL OF ADHESION AND ADHESIVES, 2020, 103
[2]   Design and evaluation of a hybrid system for detection and prediction of faults in electrical transformers [J].
Al-Janabi, Samaher ;
Rawat, Sarvesh ;
Patel, Ahmed ;
Al-Shourbaji, Ibrahim .
INTERNATIONAL JOURNAL OF ELECTRICAL POWER & ENERGY SYSTEMS, 2015, 67 :324-335
[3]  
[Anonymous], 2015, IEC 62821-1, P1
[4]  
Arias Ricardo Manuel, 2020, ENG FAIL ANAL, V115
[5]  
Velásquez RMA, 2017, FUZZY INF ENG, V9, P493, DOI 10.1016/j.fiae.2017.12.005
[6]   Methodology for failure analysis in shunt reactor by electromagnetic influence caused by high vibration in overload condition [J].
Arias Velasquez, Ricardo Manuel ;
Mejia Lara, Jennifer Vanessa .
ENGINEERING FAILURE ANALYSIS, 2019, 104 :589-608
[7]   Root cause analysis for shunt reactor failure in 500 kV power system [J].
Arias Velasquez, Ricardo Manuel ;
Mejia Lara, Jennifer Vanessa .
ENGINEERING FAILURE ANALYSIS, 2019, 104 :1157-1173
[8]   Converting data into knowledge for preventing failures in power transformers [J].
Arias Velasquez, Ricardo Manuel ;
Mejia Lara, Jennifer Vanessa ;
Melgar, Andres .
ENGINEERING FAILURE ANALYSIS, 2019, 101 :215-229
[9]   Corrosive Sulphur effect in power and distribution transformers failures and treatments [J].
Arias Velasquez, Ricardo Manuel ;
Mejia Lara, Jennifer Vanessa .
ENGINEERING FAILURE ANALYSIS, 2018, 92 :240-267
[10]   Power transformer fault diagnosis based on dissolved gas analysis by support vector machine [J].
Bacha, Khmais ;
Souahlia, Seifeddine ;
Gossa, Moncef .
ELECTRIC POWER SYSTEMS RESEARCH, 2012, 83 (01) :73-79