Projects
Each case study follows the practical arc a technical reader usually wants: problem, approach, scale, validation, and artifact.
SCIMITAR3D solver development
Sharp-interface, multi-material reactive-flow framework. WENO + ghost-fluid integration cuts the grid-refinement overhead for equivalent accuracy by roughly 2.5–3×.
Production HPC campaigns
Microstructure-resolved mesoscale simulations on DoD HPC systems — 140M cells, 7,000 cores, ~2.8M CPU-hours per campaign — sized so hotspot statistics actually converge.
HEDS framework
Diffusion / U-Net / CycleGAN microstructure generation paired with high-fidelity simulation to study damage–sensitivity behavior under shock loading.
Physics-aware ML benchmarks
DNS ground truth and physics-consistent evaluation for PARC and D-PARC neural surrogates of shocked energetic-material response.
Tools and stack
See also
Research for the scientific questions and methodological frame that shape these projects.