Power Transformers Failure Prediction

This is a sample code repository of the power transformer's health state (index) analysis or prediction by the regression model for experiment and learning purposes. The sample dataset is also published in Kaggle (Sample Power Transformers Health Condition Dataset).

Health Index and Transformer Expected Lifetime reference table from ResearchGate paper (An Approach to Determine the Health Index of Power Transformers)

Contents:

• power_transformer_health_state_data_analysis.ipynb <-- Sample of basic data exploration and analytic.
• data/Health index2.csv <-- Sample dataset of power transformer conditions with corresponding health state (index).
• aml_endpoint_test.py <-- Script to test prediction endpoint from Azure Machine Learning (AML).

Reference:

• 12 on-site checks to inspect the transformer's health
• ResearchGate - Calculation of power transformers health indexes
• ResearchGate - An Approach to Determine the Health Index of Power Transformers