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DOI10.20998/2074-272X.2021.4.01
POWER TRANSFORMER FAULTS DIAGNOSIS USING UNDESTRUCTIVE METHODS (ROGER AND IEC) AND ARTIFICIAL NEURAL NETWORK FOR DISSOLVED GAS ANALYSIS APPLIED ON THE FUNCTIONAL TRANSFORMER IN THE ALGERIAN NORTH-EASTERN: A COMPARATIVE STUDY
Bouchaoui, L.; Hemsas, K. E.; Mellah, H.; Benlahneche, S.
通讯作者Mellah, H (corresponding author), Bouira Univ, Elect Engn Dept, Bouira, Algeria.
来源期刊ELECTRICAL ENGINEERING & ELECTROMECHANICS
ISSN2074-272X
EISSN2309-3404
出版年2021
期号4页码:3-11
英文摘要Introduction. Nowadays, power transformer aging and failures are viewed with great attention in power transmission industry. Dissolved gas analysis (DGA) is classified among the biggest widely used methods used within the context of asset management policy to detect the incipient faults in their earlier stage in power transformers. Up to now, several procedures have been employed for the lecture of DGA results. Among these useful means, we find Key Gases, Rogers Ratios, IEC Ratios, the historical technique less used today Doernenburg Ratios, the two types of Duval Pentagons methods, several versions of the Duval Triangles method and Logarithmic Nomograph. Problem. DGA data extracted from different units in service served to verify the ability and reliability of these methods in assessing the state of health of the power transformer. Aim. An improving the quality of diagnostics of electrical power transformer by artificial neural network tools based on two conventional methods in the case of a functional power transformer at Setif province in East North of Algeria. Methodology. Design an inelegant tool for power transformer diagnosis using neural networks based on traditional methods IEC and Rogers, which allows to early detection faults, to increase the reliability, of the entire electrical energy system from transport to consumers and improve a continuity and quality of service. Results. The solution of the problem was carried out by using feed-forward back-propagation neural networks implemented in MATLAB- Simulink environment. Four real power transformers working under different environment and climate conditions such as: desert, humid, cold were taken into account. The practical results of the diagnosis of these power transformers by the DGA are presented. Practical value. The structure and specific features of power transformer winding insulation ageing and defect state diagnosis by the application of the artificial neural network (ANN) has been briefly given. MATLAB programs were then developed to automate the evaluation of each method. This paper presents another tool to review the results obtained by the delta X software widely used by the electricity company in Algeria. References 29, table 15, figures 9.
英文关键词analysis of dissolved gases in oil diagnostics of power transformers feed-forward neural networks Rogers method IEC method
类型Article
语种英语
开放获取类型Green Submitted, gold
收录类别ESCI
WOS记录号WOS:000679396300001
WOS关键词INCIPIENT FAULTS
WOS类目Engineering, Electrical & Electronic
WOS研究方向Engineering
资源类型期刊论文
条目标识符http://119.78.100.177/qdio/handle/2XILL650/363059
作者单位[Bouchaoui, L.; Hemsas, K. E.] Univ Ferhat Abbas Setif 1, Elect Engn Dept, Setif, Algeria; [Mellah, H.] Bouira Univ, Elect Engn Dept, Bouira, Algeria; [Benlahneche, S.] GRTE SONELGAZ, Setif, Algeria
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Bouchaoui, L.,Hemsas, K. E.,Mellah, H.,et al. POWER TRANSFORMER FAULTS DIAGNOSIS USING UNDESTRUCTIVE METHODS (ROGER AND IEC) AND ARTIFICIAL NEURAL NETWORK FOR DISSOLVED GAS ANALYSIS APPLIED ON THE FUNCTIONAL TRANSFORMER IN THE ALGERIAN NORTH-EASTERN: A COMPARATIVE STUDY[J],2021(4):3-11.
APA Bouchaoui, L.,Hemsas, K. E.,Mellah, H.,&Benlahneche, S..(2021).POWER TRANSFORMER FAULTS DIAGNOSIS USING UNDESTRUCTIVE METHODS (ROGER AND IEC) AND ARTIFICIAL NEURAL NETWORK FOR DISSOLVED GAS ANALYSIS APPLIED ON THE FUNCTIONAL TRANSFORMER IN THE ALGERIAN NORTH-EASTERN: A COMPARATIVE STUDY.ELECTRICAL ENGINEERING & ELECTROMECHANICS(4),3-11.
MLA Bouchaoui, L.,et al."POWER TRANSFORMER FAULTS DIAGNOSIS USING UNDESTRUCTIVE METHODS (ROGER AND IEC) AND ARTIFICIAL NEURAL NETWORK FOR DISSOLVED GAS ANALYSIS APPLIED ON THE FUNCTIONAL TRANSFORMER IN THE ALGERIAN NORTH-EASTERN: A COMPARATIVE STUDY".ELECTRICAL ENGINEERING & ELECTROMECHANICS .4(2021):3-11.
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