PoHan (Kozak) Hou
FUSION × MACHINE LEARNING × HPC
I research Physics-Informed Neural Operators for fusion plasma at the Ejiri - Tsujii Laboratory in University of Tokyo , where I'm accelerating two-dimensional lower hybrid wave simulation for the TST-2 spherical tokamak. Alongside my PhD, I architect ML systems in industry and consult for teams who need scientific simulation to run faster.
My work sits at the intersection of scientific machine learning, high-performance computing, and applied physics.
RESEARCH FOCUS
Reg-PINNs, PINNs & neural operator methods
Geometry-embedded Fourier Neural Operators
Lower hybrid wave & plasma simulation, TST-2
HPC & scalable scientific workflows
SCIENTIFIC AI & HPC CONSULTING
Helping engineering teams accelerate scientific simulations with AI.
CFD acceleration · Neural surrogates · plasma & electromagnetic simulation · heat transfer · multiphysics workflows
Start a conversation →