4.4 Article

Investigation on machine learning algorithms to support transformer dissolved gas analysis fault identification

相关参考文献

注意:仅列出部分参考文献,下载原文获取全部文献信息。
Article Energy & Fuels

Complementary Analysis for DGA Based on Duval Methods and Furan Compounds Using Artificial Neural Networks

Ancuta-Mihaela Aciu et al.

Summary: Power transformers are crucial in electrical systems, and monitoring their conditions has become increasingly important. Techniques such as dissolved gas analysis and furan compounds analysis are used to achieve a complete characterization of the oil-paper insulation conditions. A new approach based on the complementarity between analyzing dissolved gases and furan compounds in transformer oil has been proposed for identifying different faults, especially in cases of multiple faults.

ENERGIES (2021)

Article Energy & Fuels

Fault Diagnosis of Transformer Windings Based on Decision Tree and Fully Connected Neural Network

ZhenHua Li et al.

Summary: This paper presents a method for reliable analysis of transformer FRA signatures based on a decision tree classification model and a fully connected neural network, showing good performance in both training and validation stages.

ENERGIES (2021)

Article Engineering, Electrical & Electronic

High voltage power transformer condition assessment considering the health index value and its decreasing rate

Winanda Riga Tamma et al.

Summary: This study explores the health index method for assessing transformer condition, focusing on the decreasing rate as an important factor. Data from 150 kV power transformers provided by an Indonesian electric company were analyzed. The correlation between operating age and health index value as well as the decreasing rate was observed, showing a tendency for the health index value to decrease as transformers age, leading to a proposed risk assessment methodology for transformers.

HIGH VOLTAGE (2021)

Article Engineering, Electrical & Electronic

Condition assessment of power transformers based on dissolved gas analysis

Osama E. Gouda et al.

IET GENERATION TRANSMISSION & DISTRIBUTION (2019)

Article Engineering, Multidisciplinary

Transformer Fault Diagnosis Based on BP-Adaboost and PNN Series Connection

Chun Yan et al.

MATHEMATICAL PROBLEMS IN ENGINEERING (2019)

Article Computer Science, Information Systems

Power Transformer Fault Severity Estimation Based on Dissolved Gas Analysis and Energy of Fault Formation Technique

Edwell T. Mharakurwa et al.

JOURNAL OF ELECTRICAL AND COMPUTER ENGINEERING (2019)

Proceedings Paper Energy & Fuels

Development of Dissolved Gas Analysis Analyzing Program using Visual Studio Program

Punnita Taecharoen et al.

2019 IEEE PES GTD GRAND INTERNATIONAL CONFERENCE AND EXPOSITION ASIA (GTD ASIA) (2019)

Article Energy & Fuels

Transformers Health Index Assessment Based on Neural-Fuzzy Network

Emran Jawad Kadim et al.

ENERGIES (2018)

Article Engineering, Electrical & Electronic

Application of Adaptive Neuro Fuzzy Inference System to Support Power Transformer Life Estimation and Asset Management Decision

Saleh Forouhari et al.

IEEE TRANSACTIONS ON DIELECTRICS AND ELECTRICAL INSULATION (2018)

Article Engineering, Electrical & Electronic

Proposed three ratios technique for the interpretation of mineral oil transformers based dissolved gas analysis

Osama E. Gouda et al.

IET GENERATION TRANSMISSION & DISTRIBUTION (2018)

Article Engineering, Electrical & Electronic

Intelligent prediction of transformer faults and severities based on dissolved gas analysis integrated with thermodynamics theory

Sherif S. M. Ghoneim

IET SCIENCE MEASUREMENT & TECHNOLOGY (2018)

Article Computer Science, Information Systems

Development of an Application Based on the Duval Triangle Method

T. M. Barbosa et al.

IEEE LATIN AMERICA TRANSACTIONS (2017)

Article Engineering, Electrical & Electronic

Application of SVM and KNN to Duval Pentagon 1 for Transformer Oil Diagnosis

Y. Benmahamed et al.

IEEE TRANSACTIONS ON DIELECTRICS AND ELECTRICAL INSULATION (2017)

Article Engineering, Electrical & Electronic

Dissolved Gas Analysis Evaluation in Electric Power Transformers using Conventional Methods a Review

Jawad Faiz et al.

IEEE TRANSACTIONS ON DIELECTRICS AND ELECTRICAL INSULATION (2017)

Article Engineering, Electrical & Electronic

Conditional probability-based interpretation of dissolved gas analysis for transformer incipient faults

Ibrahim B. M. Taha et al.

IET GENERATION TRANSMISSION & DISTRIBUTION (2017)

Article Engineering, Electrical & Electronic

Condition assessment of power transformers based on multi-attributes using fuzzy logic

Chilaka Ranga et al.

IET SCIENCE MEASUREMENT & TECHNOLOGY (2017)

Article Green & Sustainable Science & Technology

Expert system for condition monitoring of power transformer using fuzzy logic

Chilaka Ranga et al.

JOURNAL OF RENEWABLE AND SUSTAINABLE ENERGY (2017)

Article Engineering, Electrical & Electronic

A New Fault Diagnostic Technique in Oil-Filled Electrical Equipment; the Dual of Duval Triangle

G. K. Irungu et al.

IEEE TRANSACTIONS ON DIELECTRICS AND ELECTRICAL INSULATION (2016)

Article Engineering, Electrical & Electronic

Selection Criteria for Oil Transformer Measurements to Calculate the Health Index

K. Ibrahim et al.

IEEE TRANSACTIONS ON DIELECTRICS AND ELECTRICAL INSULATION (2016)

Article Engineering, Electrical & Electronic

Integrated ANN-Based Proactive Fault Diagnostic Scheme for Power Transformers Using Dissolved Gas Analysis

Sherif S. M. Ghoneim et al.

IEEE TRANSACTIONS ON DIELECTRICS AND ELECTRICAL INSULATION (2016)

Article Engineering, Electrical & Electronic

Fault discrimination scheme for power transformer using random forest technique

Ashesh M. Shah et al.

IET GENERATION TRANSMISSION & DISTRIBUTION (2016)

Article Engineering, Electrical & Electronic

Development of a New Graphical Technique for Dissolved Gas Analysis in Power Transformers Based on the Five Combustible Gases

Diaa-Eldin A. Mansour

IEEE TRANSACTIONS ON DIELECTRICS AND ELECTRICAL INSULATION (2015)

Article Engineering, Electrical & Electronic

New Methods of DGA Diagnosis using IEC TC 10 and Related Databases Part 1: Application of Gas-ratio Combinations

Sung-wook Kim et al.

IEEE TRANSACTIONS ON DIELECTRICS AND ELECTRICAL INSULATION (2013)

Article Engineering, Electrical & Electronic

Application of Fuzzy Support Vector Machine for Determining the Health Index of the Insulation System of In-service Power Transformers

Atefeh Dehghani Ashkezari et al.

IEEE TRANSACTIONS ON DIELECTRICS AND ELECTRICAL INSULATION (2013)

Article Engineering, Electrical & Electronic

A New Fuzzy Logic Approach for Consistent Interpretation of Dissolved Gas-in-Oil Analysis

A. Abu-Siada et al.

IEEE TRANSACTIONS ON DIELECTRICS AND ELECTRICAL INSULATION (2013)

Article Engineering, Electrical & Electronic

Power transformer fault diagnosis based on dissolved gas analysis by support vector machine

Khmais Bacha et al.

ELECTRIC POWER SYSTEMS RESEARCH (2012)

Article Engineering, Electrical & Electronic

A New Approach to Identify Power Transformer Criticality and Asset Management Decision Based on Dissolved Gas-in-Oil Analysis

A. Abu-Siada et al.

IEEE TRANSACTIONS ON DIELECTRICS AND ELECTRICAL INSULATION (2012)

Article Engineering, Electrical & Electronic

Transformer winding faults classification based on transfer function analysis by support vector machine

M. Bigdeli et al.

IET ELECTRIC POWER APPLICATIONS (2012)

Article Engineering, Electrical & Electronic

The Duval Triangle for Load Tap Changers, Non-Mineral Oils and Low Temperature Faults in Transformers

Michel Duval

IEEE ELECTRICAL INSULATION MAGAZINE (2008)

Article Engineering, Electrical & Electronic

A probabilistic classifier for transformer dissolved gas analysis with a particle swarm optimizer

W. H. Tang et al.

IEEE TRANSACTIONS ON POWER DELIVERY (2008)

Review Engineering, Electrical & Electronic

A review of faults detectable by gas-in-oil analysis in transformers

M Duval

IEEE ELECTRICAL INSULATION MAGAZINE (2002)

Article Engineering, Electrical & Electronic

Interpretation of gas-in-oil analysis using new IEC publication 60599 and IEC TC 10 databases

M Duval et al.

IEEE ELECTRICAL INSULATION MAGAZINE (2001)

Article Computer Science, Interdisciplinary Applications

Neural net and expert system diagnose transformer faults

ZY Wang et al.

IEEE COMPUTER APPLICATIONS IN POWER (2000)