WebAug 1, 2024 · Abstract: Dissolved gas analysis (DGA) of insulating oil in power transformers can offer valuable information related to faults. Due to the poor and unbalanced characteristics of typical DGA datasets, which threaten the generalization capability of artificial intelligent (AI)-based models, we propose the use of a new over-sampling … WebOct 1, 2016 · A new approach DGA Technique has been developed based on the gas concentrations according to five main dissolved gases in the oil transformers, H 2, CH 4, C 2 H 6, C 2 H 4 and C 2 H 2. Firstly, the gas concentration limits have been evaluated in order to define each transformer fault type. The new approach DGA technique provided …
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WebJan 1, 2012 · The CI-based approaches have emerged as rapidly evolving but highly effective approaches for using dissolved gas analysis (DGA) data for diagnosing power transformer faults. This study reviews the various CI-based methods reported in international journals, including fuzzy logic, neural networks, and evolutionary optimization-based … WebFeb 1, 2012 · The extracted DGA data contain not only the five key gas concentrations, three ratios and three relative percentages but also the diagnosis results from on-site inspections. The training data sets have been. Conclusion. In this paper, the SVM technique is implemented for the faults classification using the dissolved gas analysis for power ... irb senior softball league
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WebApr 13, 2024 · This paper provides a comprehensive review and comparison of different augmentation methods used to generate reliable data samples for minority and majority classes to balance the diversity and distribution of dissolved gas analysis (DGA) datasets. WebMar 23, 2024 · DGA is arguably the most powerful tool in the industry when it comes to assessing transformer condition. Commonly performed according to ASTM D3612C, and … Webmy new interesting field is evaluation the accuracy of fault diagnostics based on artificial intelligence classification techniques like SVM , ANN , KNN ,PSO ,... on Dissolved … order asian noodles online