2018 November 12¶
Location: Coors Tech¶
Attending:
Andy Antoine Thomas Iga Jihyun Jonah Bane
TODO:¶
- Begin compiling VAE summary (Iga, Andy, Thomas)
- Begin compiling PyTorch vs. Keras materials (Jihyun)
Problem¶
- Bane has a ton of hydro flow models and corresponding data.
- What geophysical data is most appropriate for detecting flow?
- Does not have access to flow simulator.
Questions¶
- This looks like a sensitivity analysis?
- What variogram was used to generate your models?
Comments¶
- Speed up flow simulation for this particular.
- Explore how NN performs compared to flow inversion (see Joe C. PhD thesis)
- Train NN with current model+flow.
- Recurrent NN seems appropriate.
- You could generate more models for testing if you had the variogram.
- “Simplify to a point that is easy to generalize from.” -AG
Website changes¶
- Projects tab (coming soon)
- Jupyter notebook on website? (coming soon)
Topics of discussion for next week¶
- Touch on VAEs
Upcoming/backup topics of discussion¶
- Variational Auto-encoders summary and application (Iga, Andy, and Thomas)
- Arnab - existing project
- PyTorch vs. Keras