SMART ENERGY SOLUTIONS: NON-INTRUSIVE
LOAD MONITORING (NILM)
To monitor and analyze how electricity is used in homes or industries without installing sensors on each device. Goal is to detect appliances or machines which are running and how much energy they consume.
A light weight Deep learning network (CNN/RNN) to detect on/off states of appliances, by utilizing features like
Harmonics, Transient Power, and Reactive Power extracted from aggregate power values.
Core Functionality & Transparency
(The enabler)
Operational Reliability (Focus on
device health)
Consumer Energy Efficiency
(Focus on savings and reduction).
Smart Grid Integration: Utilize granular data for improved load forecasting, demand response, and utility-level energy efficiency programs.