Fault detection in solar PV arrays using machine learning
Detect shading, soiling, open-circuit and short-circuit faults in a small PV array from voltage, current and irradiance data.
PV panels, I-V curve measurements, Python, MATLAB/Simulink
FYP idea bank
Each idea is scoped for a two-semester project, with the tools you will need and a suggested plan. Adapt it with your supervisor.
IoT smart energy meter with appliance-level insights
Measure household or lab energy use in real time, show it on a web dashboard, and estimate which appliances are running from the load profile.
ESP32, CT sensors (SCT-013), voltage sensor, MQTT, web dashb...