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Rupali Balabantaraya

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Open access Aug 2026

A Machine Learning Framework for Improved Fault Diagnosis in Service Transformers Using Dissolved Gas Analysis

This article explores machine learning techniques (MLTs) as a modern alternative to enhance the interpretation of DGA data for early-stage fault detection in service transformers, and demonstrates that random forest and gradient boosting outperform others, achieving up to 98% accuracy.

Rupali Balabantaraya, A. Chatterjee, A. Sahoo et al. · 0 citations