Smart Flows: Efficient Energy Systems With IoT And ML – Henrik Wickström

Smart Flows use measurements from over 15000 district heating meters to create real-time production planning forecasts.


  • How to derive as much information as possible from a very limited set of input and build a flexible, yet solid architecture
  • How to use user insights in targeting and real time bidding and have a direct impact on user level ROI
  • How to use user insights in personalization and recommendations even on users we have never seen before

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