~/talk

The Role of Python in the Oil & Gas Industry

Talkat PyData Amsterdam 2016 · 2016-03-12..03-13· [python]
links:none on file
slides:none on file

Python automates sensitivity and uncertainty workflows rather than just showing examples: a text‑file model generates 800 simulations automated from parameter grids, a Jupyter notebook streamlines messy SCADA preprocessing via a shared PFS library on GitHub, and analysis uses actual sampling rates (notably 86 second sampling) to detect slugging with periods of slug frequency 6.5–10 minutes. A tuned 1D physical model reproduces half‑year residuals with zero mean, and a hybrid ML/physical approach is proposed to speed tuning.

AI-written summary · about

  1. 0:00Introduction
  2. 1:07Python in oil and gas
  3. 6:55Real-world Python use cases
  4. 9:07Data validation workflow
  5. 10:51Pipeline sizing simulation
  6. 16:33Slugging frequency analysis
  7. 20:53Gas condensate network modeling
  8. 25:56Python in oil and gas modeling
  9. 28:02Q&A
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