~/talk

LF Energy 101: How Open Source Is Powering the Digital Energy Tran...

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Overview of LF Energy projects with concrete results and demos rather than rhetoric. OpenSTAF forecasting pipelines run 15‑minute to 48‑hour horizons using XGBoost and neural nets with low MAE on a three‑month European dataset and GitHub notebooks; gridFM prototypes federated foundation models for anomaly detection to preserve privacy; CPATH hypervisor virtualizes IEDs and protection relays, used on 63 kW of line in 2023 and planned for ~100 substations covering ~400 kW by 2025; Compass and Fledge supply IEC 61850 config tooling and protocol gateways.

AI-written summary · about

  1. 0:00Welcome
  2. 1:06Open source in energy transition
  3. 2:56Energy challenges and digital transformation
  4. 5:51Open source solutions for energy
  5. 8:40LF Energy community
  6. 10:50LF Energy projects and SIGs
  7. 14:23AI for energy forecasting
  8. 16:37OpenSTEF for forecasting
  9. 20:09Digital substation automation
  10. 21:56CPATH hypervisor
  11. 23:24COMPASS configuration
  12. 25:09EV charging with LF Energy
  13. 26:13Power Grid Model
  14. 28:21LF Energy architecture
  15. 28:41LF Energy events
  16. 30:33Key takeaways
  17. 31:36Q&A
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