~/talk

How Python is supporting Australia’s energy transition to 100% renewable

Talkat PyCon AU 2023 · 2023-08-18..08-22· [python, web-performance]
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Claims the grid can operate at 100% variable renewable by 2025 and shows how that is engineered: Python systems model flows (AEMO modeling platform), ingest weather and sensor feeds, run AWIFS/ASIFS forecasting ensembles and APIs, and alert on waveform anomalies using numpy scipy FFT pipelines. Concrete outcomes include a half‑hour record of 68.7% renewables (28 Oct 2022), peaks near 93% instantaneous rooftop PV in South Australia, ~3 million point forecasts per day, and 71,000 lines of production Python with 52,000 unit tests.

AI-written summary · about

  1. 0:00Python in Australia’s energy transition
  2. 2:27AEMO and grid changes
  3. 6:07Renewable energy engineering challenges
  4. 10:52Record renewable energy in Australia
  5. 13:22Why Python for grid modeling
  6. 17:17Python at AEMO early automation
  7. 18:20Operational forecasting with Python
  8. 21:53Machine learning forecasting
  9. 23:19Wind and solar asset growth
  10. 24:00South Australia generation profile
  11. 25:26Renewable energy penetration evolution
  12. 27:12Grid stability challenges
  13. 28:37Real-time grid tools
  14. 29:20Forecast accuracy with Python
  15. 30:01Python’s future at AEMO
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