Machine Learning Platform
AI-powered energy prediction system achieving 93%+ accuracy for solar power plants
About the Project
We developed an advanced forecasting system for solar power generation that predicts output with over 93% accuracy. The system automatically feeds data into ERP and management reporting systems, enabling better grid planning and reducing penalty costs for forecast deviations. The solution processes historical weather data, satellite imagery, and real-time sensor readings to generate accurate predictions up to 72 hours in advance.
Challenges & Solutions
Key obstacles we addressed and the innovative solutions we delivered.
Challenge
Pain Point
Our Solution
Forecast accuracy
Existing models had 70% accuracy, leading to significant penalty costs for incorrect predictions submitted to grid operators
Developed ensemble ML models combining weather data, satellite imagery, and historical patterns to achieve 93%+ accuracy
Data integration
Manual data entry into ERP systems caused delays and errors in financial reporting and operations planning
Built automated pipelines that sync predictions directly with SAP and custom reporting dashboards in real-time
Real-time updates
Batch processing meant forecasts were often outdated by the time operators received them
Implemented streaming architecture that updates predictions every 15 minutes based on latest weather data
Forecast accuracy
Pain Point
Existing models had 70% accuracy, leading to significant penalty costs for incorrect predictions submitted to grid operators
Our Solution
Developed ensemble ML models combining weather data, satellite imagery, and historical patterns to achieve 93%+ accuracy
Data integration
Pain Point
Manual data entry into ERP systems caused delays and errors in financial reporting and operations planning
Our Solution
Built automated pipelines that sync predictions directly with SAP and custom reporting dashboards in real-time
Real-time updates
Pain Point
Batch processing meant forecasts were often outdated by the time operators received them
Our Solution
Implemented streaming architecture that updates predictions every 15 minutes based on latest weather data
Results
Measurable outcomes that demonstrate the impact of our work.
93%
Forecast Accuracy
23%
Reduction in Penalty Costs
72h
Prediction Horizon
15min
Update Frequency
Let's Build Your AI Solution
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