Wind Energy Forecasting and Action
Wind Energy Forecasting and Action is a solution that allows renewable energy companies to predict, report, and meet users’ power-generation needs more accurately. The solution can generate alerts at least 90 minutes ahead of time for turbines that cannot meet a 24-hour energy generation forecast, and then apply this data to optimize turbine settings or revise a forecast.
Key Technical Capabilities
6 month+
historical and real-time data collected from SCADA controller system on each turbine, augmented with weather, atmosphere, and terrain data
20 +
attributes to predict power generation over 15-minute intervals that are used to train models
Real-time
Models that create real-time scores about power generation. (VEL expressions are used to compare performance against forecasts to generate alerts)
Finetune
Finetuning of turbine settings or revision of forecasts, based on dynamic data
Architectural Diagram/Data Flow Chart
Technologies Used
- SAP HANA
- Val&CEP
- SAP Cloud Foundry
- Docker
- Historian
- MQTT
- Machine Learning