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2025 SEMINAR INFORMATION

Lectures will be held weekly, with the same lecture taught once on a weekday and once during the weekend

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Lectures will last 2 hours typically

DATES

Jan 22nd through May 25th, 2025

DAYS & TIMES

Wednesdays 4pm-6pm PT / 7pm-9pm ET

Saturdays 10am-12pm PT/ 1pm-3pm ET

REGISTRATION DEADLINE

Apply by December 6th, 2024
to be a 2025 CRANE scholar

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2024 SCHEDULE

Part I: Introduction to Python

Jan 22nd to Feb 16th, 2025

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Learn Python basics in preparation for Part II including variables, loops, and functions. Each class will be taught twice.

Part II: Numerical Methods

Feb 19th to March 23rd, 2025

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Learn how to build basic physics simulations from scratch, using numerical integration, finite difference methods, etc.

Part III: Supplementary Skills (Optional)

March 26th to April 6th, 2025

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Learn practical skills for a scientific workflow including LaTeX, using the Terminal, and Git. This time can also be used as a break for students who would rather have the time off.

Part IV: Advanced Algorithms

April 9th to May 25th, 2025

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Advanced topics including signal and image processing, particle-in-cell codes, astronomy data analysis and Monte Carlo simulations will be taught during parallel multi-week seminar sessions

SEMINAR SYLLABUS

Part I
 
Introduction to Python

January 22nd to February 16th, 2025

Week 1
Introduction to Python I: Syntax, Variables, and Arrays
Week 2
Introduction to Python II: Loops, Functions, and Plotting
Week 3
Introduction to Python III: Data Analysis and Visualization
Week 4
Review session and mini project
Part II
 
Numerical Methods

February 19th to March 23rd, 2025

Week 5
Numerical Differentiation and Discretization: Euler's Method

Solve & evolve basic mechanics problems with Euler's method

Week 6
Numerical Differentiation and Discretization: Runge-Kutta Method

Solve & evolve the same mechanical systems as last week with a new method

Week 7
Solving Complex Physics Problems with Built-in Python Solvers

Use Python's Runge-Kutta-based solvers to launch a rocket and evolve a planetary system with Kepler's laws

Week 8
1D Finite Difference Method

Solving Poisson's Equation in 1D: Electrostatics, Diffusion, and Heat Transfer

Week 9
The Fast Fourier Transform (FFT)

Doing Fourier transforms of 1D and 2D data, how to filter signals with FFT spectra

Part III (Optional)
 
Supplemental Skills

March 26th to April 6th, 2025

LaTeX


LaTeX is a software for preparing nicely formatted documents, typically scientific papers, resumes or presentations. Learn the basics of this extremely useful tool for making extremely nicely formatted papers, typesetting equations and vastly simplifying making bibliographies.

Git


Git is a system of managing files and code that allows users to track versions of each file. Learn about managing a coding project with the basic commands of Git.

Terminal


The Terminal is a prompt where commands can be entered to navigate around one's operating system and perform many tasks. Learn basics of Bash, the language of the terminal, and how to feel like a hacker in the movies by remotely logging in to a computer.

SymPy


SymPy is a Python package that allows users to use symbolic mathematics.

Part IV
 
Advanced Algorithms

April 9th to May 25th, 2025

  

Advanced algorithms will be taught in seminar series of up to 5 weeks, with some tracks running in parallel and some staggered to allow students to participate in multiple tracks.

Monte Carlo (MC) Track
Dates TBD

  1. Exploring randomization through mini-projects to grasp concepts of Monte Carlo

  2. Solving an actual math problem using Monte Carlo

  3. Applying Monte Carlo to neutronics of a barebones nuclear fission reactor

  4. Optional buffer week to help complete unfinished projects from Weeks 1-3

Magnetohydrodynamics with FLASH
Dates TBD

  1. What is FLASH, how to get it, and how to use it

  2. The Sedov and Sod shock tube problems and how to make simple changes to the FLASH code

  3. The double mach reflection problem and how to create boundary conditions

  4. Magnetic reconnection and how to define parameters 

  5. Laser-slab test problem

Astronomy Data Analysis (ADA) Track
Dates TBD

  1. Basic Queries with Astronomical Data Query Language

  2. Coordinate Transformations Using Astropy

  3. Advanced Plotting using Astronomical Data

Signal and Image Processing (SIP) Track
Dates TBD

  1. Analysis and Model-Fitting of Langmuir Probe Data

  2. Advanced signal filtering Techniques

  3. Model-fitting for plasma density for Laser Interferometry Data

  4. Convolutions and their many applications

Particle in Cell (PiC) Track
Dates TBD

  1. Introduction to Julia and Euler's and Boris Push Method to solve Newton's Equations for a charged particle (cyclotron motion)

  2. 1D & 2D  Finite Difference Method for Electrostatics and Magnetostatics

  3. Particle-in-Cell Algorithm

  4. Putting it all together (Penning Cell, Magnetic Mirror)

Open Science and Research Software Engineering Track
Dates TBD

  1. Open science, knowledge access, and psychological safety

  2. Contributing to an open source project with Git and GitHub

  3. Creating Python scripts and packages with uv

  4. Software testing with pytest

Machine Learning
Dates TBD

  1. Linear and Logistic Regression

  2. Gradient Descent

  3. Neural Networks

Questions, comments, or concerns?

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Email: crane@cranephysics.org

Sponsored by the National Science Foundation

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