Incremental Learning of Electricity Smart Meter Data

This book explores how electricity consumption in India, still largely tracked through manual meter readings, can be improved using advanced data analytics and cloud-based machine learning. It introduces a proposed system called Cloud4CGMIC (Cloud for Closeness-based Gaussian Mixture Incremental Clustering Algorithm) , designed to analyze smart energy meter data more efficiently. The system uses distributed incremental clustering to detect hidden patterns in electricity usage based on time of da