Intelligence Pipeline
How It Works
Five-stage ML pipeline from data to decision
01
Data Ingestion
Real-time satellite irradiance and weather data from NASA POWER API
Hourly granularityMulti-location support30-day forecasts
02
Digital Twin Modeling
Physics-based simulation of panel degradation and efficiency loss
Temperature effectsDust accumulationPerformance curves
28.5°C
03
Energy Quantification
Precise calculation of recoverable energy from cleaning intervention
kWh recovery potentialROI analysisDegradation impact
Clean100 kWh
Degraded75 kWh
25 kWh Recoverable
04
Multi-Objective Optimization
Balance financial returns, carbon offset, and water sustainability
Profit maximizationCarbon reductionWater efficiency
0%
0%
0%
05
Autonomous Decision
AI-powered recommendation with confidence scoring and timing
95% accuracyRain intelligenceCost-benefit analysis
CLEAN
Confidence: 0%
End-to-end pipeline executes in under 2 seconds