MITMaterials Science3.021J
Introduction to Modeling and Simulation
Buehler's intro to computational modelling and simulation in materials science. Molecular dynamics, Monte Carlo, DFT, finite element. Multiscale thinking from atoms to macroscopic structure.
Syllabus
- Week 1
Modelling philosophy — atomistic to continuum
- Week 2
Molecular dynamics — integration schemes
- Week 3
Interatomic potentials
- Week 4
Monte Carlo methods
- Week 5
Statistical mechanics for simulation
- Week 6
Quantum methods — DFT overview
- Week 7
Finite element method — basics
- Week 8
Mesh generation; elements; assembly
- Week 9
Multiscale modelling
- Week 10
Applications to materials
- Week 11
Bio-inspired materials; soft matter
- Week 12
Machine learning in materials simulation
