Publications
A record in progress — papers, preprints, and the reproducible artifacts behind each one.
In preparation
Hackman, E. Physics-Informed Neural Networks for 3D Incompressible Navier–Stokes with Applications to Cerebrospinal Fluid Flow. (2026) — in preparation.
Software & artifacts
PINN-NS Research Workspace (2026). Open-source dissertation workspace — modular PINN solvers, classical numerical baselines, manufactured solutions, and fully reproducible experiment configs for 3D Navier–Stokes. [CITATION] · [GitHub]
Coming soon
The first completed experiment entry (EXP-2026-001 — Method of Manufactured Solutions smoke test) is expected mid-2026 and will be archived here with figures, configs, and the underlying manifest.json.
A workshop paper draft from the 3D Beltrami benchmark (EXP-2026-002 vs the projection-method baseline) is targeted for the second half of 2026.
Talks
To be added.
Posters
To be added.