AI-based Materials and Process Simulation

Finite element methods with FEniCSx (DOLFINx 0.11) on Google Colab, with an LLM-assisted workflow
Department of Chemical and Biomolecular Engineering, SeoulTech

Courses

AMPS I · Foundations

Weak forms, convergence and verification, nonlinear and time-dependent problems, Stokes and Navier–Stokes, saddle-point solvers, advection–diffusion — 16 weeks of slides, Colab notebooks and homework, term project

AMPS II · Solids, Coupled Transport and Projects

Elasticity, plasticity, viscoelasticity and fracture, dynamics, beams, plates and shells, homogenization, cohesive interfaces, natural convection, reactive flow, porous media, phase separation and parallel performance — term projects A–J

Getting started

Each course page has the syllabus, the week-by-week materials, the DOLFINx 0.11 API reference sheet and the AI-usage log template.
Notebooks run on Google Colab with the fenicsx-colab setup cell (about 3–5 minutes per runtime).