Plasma physics

• Detailed analysis of the destabilization mechanism of the microtearing modes
• Detailed analysis of the saturation mechanism of electromagnetic turbulence

Simulation code development

• Development of a fast solution method for plasma instability eigenvalue problems with singular structures using neural networks

Traffic flow / Fire / Evacuation

• Cellular-automaton analysis of mixed autonomous and human-driven traffic flow
• Simulation of smoke transport in a fire and evaluation of the available safe egress time(planned undergraduate thesis topic)
• Acceleration of evacuation simulation with an AI surrogate model(planned undergraduate thesis topic)

Plasma

• Linear analysis of the tearing instability
• Quasi-linear analysis of the microtearing instability
• Derivation of the heating equation in the kinetic model
• Linear analysis of the collisional microtearing instability (handwritten)