Research
Major research projects with permanent publication and project pages.
Sim2Real Physical Fidelity
Physics-grounded diagnostics for understanding when better neural-operator scores do not imply better physical behavior.
PIBERT
Physics-informed spectral-transformer learning for multiscale CFD.
BubbleFieldNet
Physics-aware surrogate modeling for multiphase systems.
PacePal
Geo-aware retrieval-augmented conversational research.
CenterDistill
Weakly supervised distillation for cross-lingual question answering.
LLMPR
Language-model embeddings and transfer learning for ranking.
Trust@Health
Multilayer trust networks for service analysis.
Research Career Re-entry
Publication gaps, return patterns, and knowledge bridging.
Physical AI for Process Engineering
Digital twins, agents, and multiscale simulation.
Major publication pages
Do Better Scores Mean Better Physics? · Fourier-Wavelet Transformer · PacePal · CenterDistill · PIBERT · Trust@Health · Comeback Researchers · LLMPR