Companion Website

Computational Physics

From Equations to Simulation

Chapters

Companion materials are organized according to the structure of the book. Chapter pages provide summaries and links to available source codes, examples, exercises and projects, and other supporting resources.

Part I

Computational Physics in Practice

The Nature of Computational Physics

Companion page available

The Computational Environment: Tools and Infrastructure

Companion page available

Computational Workflow: From Physics Problem to Simulation

Companion page available

Numerical Errors and Uncertainty in Computation

Companion page available

Part II

Numerical Methods in Computational Physics

Interpolation

Companion page available

Numerical Differentiation

Companion page available

Numerical Integration

Companion page available

Linear Systems and Eigenvalue Problems

Companion page available

Initial Value Problems for Ordinary Differential Equations

Companion page available

Boundary Value Problems for Ordinary Differential Equations

Companion page available

Solving Nonlinear Equations

Companion page available

Part III

Simulation and Advanced Computational Methods

Monte Carlo Methods

Optimization and Data Fitting

Companion page available

Molecular Dynamics Simulation

Parallel Computing: An Orientation to HPC

AI and Machine Learning in Physics

Appendices

Practical Reference Material

Practical Computing Setups and Tools

Common Numerical Routines in Scientific Software

Random Number Generators in Practice

Further chapter pages will be added as companion materials are prepared.