Sim. Nat.

Hugo Frezat "hrkz"

I am a researcher exploring the intersection of statistical machine learning and numerical simulation for dynamical systems derived from differential equations. My primary focus is on climate-related systems (oceans, atmosphere) and astrophysical fluid dynamics (planetary interiors, geodynamo, etc.), though I am always open to new applications. I [plan to] occasionally share notes on a variety of topics I come across in my research, ranging from theorems and numerical simulations to physics phenomena or computer science stuff.

Information

⚠️ This website has been built from scratch but some sections are still missing. I am working on filling the gaps and this will lead to some updates soon.
Projects

[name]

Differentiable stacked shallow-water solver for (global) ocean dynamics.

Source

Given

Symbolic AST manipulation using equivalence graph rewriting.

Source

Vario

High-order DG solver for conservation laws with SPIR-V acceleration.

Source
Recent notes

  • A "simple" testing playground

    This is a placeholder note that I am using for tests and has been particularly useful when styling the page. Obviously, it will be removed as soon as a first "real" note is ready.
Read more notes
Outreach
In progress...
CV
In progress...