Statistical Physics
Phase transitions and critical phenomena. Mean field theory and renormalization group. Critical exponents for the Ising model. Continuous symmetry, topological phase transitions, and Monte Carlo simulations.
Course Overview
Study Text - Part 1
Study Text - Part 2
1.1 Basic Concepts
1.2 Zeroth and First Laws
1.3 Second Law
1.4 Entropy
1.5 Third Law and Thermodynamic Potential
Tutorial 1
Solutions 1
2.1 Statistical Ensemble
2.2 Liouville's Theorem
2.3 Gibbs Distribution
2.4 Canonical Ensemble
3.1 Statistical Physics Machinery
3.2 Example of Ideal Gas
3.3 Van Der Waals Equation
3.4 Liquid Gas Phase Transition
3.5 Reentrant Phase Transitions
3.6 Gravitational Meissner Effect
Tutorial 3
Solutions 3
4.1 Microscopics of Phase Transitions
4.2 Ising Model
4.3 Mean Field Theory
4.4 Critical Temperature
4.5 Critical Exponent Beta
Tutorial 4
Solutions 4
Exercises 4
5.1 MFT for Ising Model
5.2 Other Critical Exponents
5.3 Landau Theory
5.4 Hubbard-Stratonovich Transformation
Tutorial 5
Solutions 5
Exercises 5
6.1 Ising Phase Transition
6.2 Correlation Function
6.3 From Ising to Field Theory
6.4 Lattice Fourier Transform
6.5 Landau-Ginsburg Functional
Tutorial 6
Solutions 6
7.1 Dimensional Analysis
7.2 Idea of Wilsonian Renormalization
7.3 Integration Over Fast Modes
7.4 Flowing Couplings
8.1 Cumulant Expansion
8.2 Feynman Diagrams
8.3 RG Equations 1
8.4 RG Equations 2
9.1 RG Flow Analysis
9.2 Gaussian Fixed Point
9.3 Wilson-Fisher Fixed Point
9.4 Critical Exponents 1
9.5 Critical Exponents 2
Tutorial 9.1
Solutions 9.1
Tutorial 9.2
Solutions 9.2
10.1 Summary of Ising
10.2 Vector Model
10.3 Goldstone Modes
10.4 CMW Theorem
Exercises 10
11.1 Nonlinear Sigma Model
11.2 Two Fields in Two Dimensions
11.3 Vortices
11.4 Kosterlitz-Thoules Phase Transition
12.1 Setting Up the Problem
12.2 Monte Carlo Methods
12.3 Importance Sampling and Markov Chain
12.4 Single-Spin-Flip Algorithm
13.1 Equilibrium and Measurement
13.2 2D Ising Simulation
13.3 Calculating Critical Properties
13.4 X-Y Model
Tutorial 13
Tutorial Python Files 13
Solutions 13
14.1 Motivation
14.2 Black Hole Mechanics and Hawking Radiation
14.3 Hawking Temperature
14.4 Partition Function and Black Hole Entropy
14.5 Hawking-Page Phase Transition
Tutorial 14
Solutions 14