~/talk

AI-supported transformation of the urban infrastructure

Talkat DSC Europe 2022 · 2022-11-14..11-18· [machine-learning, embedded-and-hardware]
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Holistic control stacks combine model predictive control with ML forecasts for zones, HVAC and microgrids, running as modular software modules that coordinate price signals, PV and storage; a building deployment runs since 2018 and pilot results across eight sites in five countries report 4–30% energy savings depending on controllable assets. Water demand and uncertainty models run in Spain, Czech Republic and Portugal; rail braking energy reuse shows large theoretical savings in a case study but remains unpiloted; growth chambers produce fast crop data for yield and pest models.

AI-written summary · about

  1. 0:00Start
  2. 1:38LARES - Laboratory for Renewable Energy Systems
  3. 12:39Meteorological forecasts correction
  4. 15:00Smart railway transport system
  5. 16:04Urban traffic travel times
  6. 17:12Smart city lighting
  7. 18:32Water demand predictions
  8. 19:07Prediction system breakdown
  9. 20:07Water use disaggregation
  10. 21:15Smart water distribution system
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