Connected to local PVLab backend (Groq / openai/gpt-oss-120b). Literature-search and irradiance-data API hookups (Semantic Scholar / PVGIS) are not wired up yet in this prototype.
image attached — will be analyzed
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📖 Formula Reference
Photovoltaic Systems
PV array size (kWp) = Daily energy need (kWh) ÷ (Peak sun hours × System efficiency)
MPPT — Perturb & Observe: adjust duty cycle Δd in the direction that increases dP/dV; reverse if power drops.
Electrical Machines & Drives
Synchronous speed: Ns = 120·f ÷ p (rpm), f = frequency (Hz), p = number of poles
Slip: s = (Ns − Nr) ÷ Ns
Park Transform (dq): converts 3-phase abc quantities to a rotating d-q reference frame aligned with rotor flux, for decoupled torque/flux control (FOC).