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Transformer Dissolved Gas Analysis for Highly-Imbalanced Dataset Using Multiclass Sequential Ensembled ELM

IEEE transactions on dielectrics and electrical insulation, 2023
Dissolved gas analysis (DGA) has been a critical technique for transformer diagnosis. DGA is a typical multiclass imbalance problem where most of the samples correspond to healthy state transformers or units.
Hong-Cai Chen, Yang Zhang, Min Chen
semanticscholar   +1 more source

Dissolved Gas Analysis of Transformer: An Approach Based on ML and MCDM

IEEE transactions on dielectrics and electrical insulation, 2023
In the electric power business, power transformers are one of the most common and expensive components. The conventional diagnostic tool for understanding insulation incipient failures is the dissolved gas analysis (DGA) of transformers.
S. Saroja, S. Haseena, R. Madavan
semanticscholar   +1 more source

VMD-IARIMA-Based Time-Series Forecasting Model and its Application in Dissolved Gas Analysis

IEEE transactions on dielectrics and electrical insulation, 2023
Time-series prediction technology plays a significant role in evaluating the health status of power transformers and forecasting inchoate operation failure.
Zhikai Xing   +4 more
semanticscholar   +1 more source

Identification and Application of Machine Learning Algorithms for Transformer Dissolved Gas Analysis

IEEE transactions on dielectrics and electrical insulation, 2021
Power transformers represent one of the most abundant and expensive components in the electric power industry. Dissolved gas analysis (DGA) of transformer is the most widely accepted diagnostic tool across the globe to understand insulation incipient ...
Mo-Han U. Rao   +3 more
semanticscholar   +1 more source

Novel green phosphorene as a superior gas sensor for dissolved gas analysis in oil transformers: using DFT method

Molecular Simulation, 2022
Regarding recent attempts for monitoring dissolved gases in oil transformers, in this paper, novel green phosphorene (GP), a new type of two-dimensional gas sensitive material was modified by transition metal decoration.
Aref Aasi   +3 more
semanticscholar   +1 more source

Dissolved gas analysis in transformer oil using Ni-Doped GaN monolayer: A DFT study

Superlattices and Microstructures, 2021
In order to evaluate the running status of the transformer, through the detection of the dissolved gas in oil using highly sensitive gas sensor is proposed as an effective method. In this work, the adsorption characteristics of dissolved gases (H2, C2H2,
Jin-Cong Wang   +3 more
semanticscholar   +1 more source

Evaluation and Interpretation of Dissolved Gas Analysis of Soybean-Based Natural Ester Insulating Liquid

IEEE transactions on dielectrics and electrical insulation, 2021
The electrical industry needs a better understanding in the topic related to the fault diagnosis, since these fluids are chemically different in comparison with conventional mineral oils, therefore, its performance in field changes, for example the ...
Josué Rodríguez   +2 more
semanticscholar   +1 more source

Rethinking Shallow and Deep Learnings for Transformer Dissolved Gas Analysis: A Review

IEEE transactions on dielectrics and electrical insulation
Dissolved gas analysis (DGA) of power transformers has attracted attention for years. Extensive machine learning techniques have been adopted to DGA for fault classification.
Hong-Cai Chen, Yang Zhang
semanticscholar   +1 more source

Comparative Dissolved Gas Analysis with Machine Learning and Traditional Methods

2021 3rd International Congress on Human-Computer Interaction, Optimization and Robotic Applications (HORA), 2021
Power transformers are one of the vital equipment for power systems. Therefore, in case of outage of the service, the effects on the system are fatal. The fault diagnosis is of great importance.
M. Demirci, H. Gozde, M. Taplamacıoğlu
semanticscholar   +1 more source

Analysis of Gas-Cap or Dissolved-Gas Drive Reservoirs

Society of Petroleum Engineers Journal, 1961
Abstract A numerical method of solving the partial differential equations which describe the one-dimensional displacement of oil by gas has been presented. Possible extension of the method to treat multidimensional flow is discussed, and the limitations of this extension are indicated.
H.L. Stone, A.O. Garder
openaire   +1 more source

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