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Wind Energy Forecasting and Action by FogHorn

Showcase: Wind Energy Forecasting and Action by FogHorn

Wind Energy Forecasting and Action is a solution that allows renewable energy companies required per government mandate to accurately predict, report and meet power generation over the next 24 hours.


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The solution provides the ability to generate alerts at least 90-minutes ahead of time for turbines that cannot meet 24 hours energy generation forecast and apply it to either optimize turbine settings or revise 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
  • Train models based on 20+ attributes to predict power generation over 15-min intervals
  • Apply models at the edge to produce real-time scores on power generation. VEL expressions are used to compare performance against forecast to generate alerts
  • Enable technicians to either fine tune turbine settings or revise forecast

 

Architectural diagram / data flow chart

 


Technologies Used

  • SAP HANA
  • Vel&CEP
  • Cloud Foundry
  • Docker
  • Historian
  • MQTT
  • ML
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