DateClassAssignmentDue date, 6am
Tue 30.03 Introduction
Advanced DFT for solids 1: fractional occupations, ensemble approach, exact functional properties, self-interaction correction, DFT+U and hybrids (slides) (video)(SL)
HW1
Thu 1.04 Homework1 (HW1). Presentations from students. (video)(SL) HW2 HW1
Fri 2.04 Advanced DFT for solids 2: Reminders about planewaves and Brillouin zone sampling. Pseudopotentials, PAW and other basis sets. Introduction to the lab 1. (slides) (video)--> (XG)
Practical session: ABINIT introduction. (Lab_vizualisation) (video) (CT)
Lab1 Template
Tue 6.04 Advanced DFT for solids 3: Forces. Iterative techniques. DFT treatment of spin and spin-orbit coupling. Magnetic properties of solids. Beyond DFT for solids 1: Quantum Monte Carlo. (slides_1) (slides_2) (video) (video spin+magnetism) (XG)
Practical session: Cell and atomic relaxation. (video) (CT)
Thu 8.04 Second quantization in quantum chemistry (AZ)
Fundamental models of quantum chemistry (AZ)
Fri 9.04 Beyond DFT for solids 2: GW and Bethe-Salpeter equation, charged and neutral excitations. Optical properties (absorption, refraction). (slides) (video) (XG)
Practical session: Insulator. (video) (CT)
Tue 13.04 Phonons and phonon band structure. Transport properties: electron-phonon couplings (mobility, electrical conductivity, thermoelectricity, superconductivity). (slides) (video) (XG)
Practical session: Lab monitoring. (CT)
HW3 HW2>
Thu 15.04 Post-HF methods for molecules and solids: configuration interaction, coupled cluster theory, FCIQMC, CAS, multireference methods. (slides) (video) (SL)
Fri 16.04 Atomistic thermodynamics. Surface phase diagrams. Polar surfaces and surface charge. (slides) (video) (SL) Lab 1 brief report
Tue 20.04 Defect formation and concentration at realistic conditions (temperature, pressure, and doping). Optical properties of defects. Charged defects and polarons. (slides) (video) (SL)
Thu 22.04 Molecular dynamics and statistical mechanics: Ensembles and thermostats, Monte Carlo sampling, kinetic Monte Carlo, metadynamics, replica exchange, thermodynamic integration. (slides) (video) (SL)
Fri 23.04 Modeling of organic semiconductors (AZ)
Introduction to compuational package FHI-aims (slides) (video) (FHI-aims Tutorial) (SL)
Lab2
Structures
Lab 1 final report
Tue 27.04 Modeling of energy storage materials. (slides) (video) (DA)
Thu 29.04 Progress reports (SL/AZ)
Fri 30.04 Exploring materials space: compressed sensing, tree regression, subgroup discovery. Overview of computational databases. (slides) (video) (SL)
Tue 11.05 Machine-learned interatomic potentials. (slides) (video) (AS)
Thu 13.05 Machine-learned interatomic potentials: Practical session. (AS) (video)
Fri 14.05 Seminar
Tue 18.05 Advisory on final projects Lab 2 final report
Thu 20.05 Advisory on final projects
Fri 21.05 Advisory on final projects
Tue 25.05 Advisory on final projects
Thu 27.05 Presentation of final projects (30 min/student) Final project example Final presentation example
Fri 28.05 No class (final project reports are due) Zoom link Final project

Blocks: Advanced Materials Modeling, Assessment period (final project)