Non-Intrusive Appliance Load Monitoring (NIALM) with Current Signature AI
Single-point smart meter disaggregating individual household appliances (AC, fridge, geyser) by analyzing high-speed current harmonics.
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Project Technical Overview
Installs at the main utility breaker panel with non-invasive split-core CT clamps. Samples current and voltage at 5 kHz, extracts harmonic distortion and active/reactive power signatures, and runs an embedded classification algorithm to tell homeowners which appliance was switched on.
Read the foundational IEEE conference research paper, citations, and algorithmic architecture for this project.