Cal Poly Pomona Classifieds>Cal Poly Pomona Online Courses>Computers, Waves, Simulations: A Practical Introduction to Numerical Methods using Python

Computers, Waves, Simulations: A Practical Introduction to Numerical Methods using Python

About this Course

Interested in learning how to solve partial differential equations with numerical methods and how to turn them into python codes? This course provides you with a basic introduction how to apply methods like the finite-difference method, the pseudospectral method, the linear and spectral element method to the 1D (or 2D) scalar wave equation. The mathematical derivation of the computational algorithm is accompanied by python codes embedded in Jupyter notebooks. In a unique setup you can see how the mathematical equations are transformed to a computer code and the results visualized. The emphasis is on illustrating the fundamental mathematical ingredients of the various numerical methods (e.g., Taylor series, Fourier series, differentiation, function interpolation, numerical integration) and how they compare. You will be provided with strategies how to ensure your solutions are correct, for example benchmarking with analytical solutions or convergence tests. The mathematical aspects are complemented by a basic introduction to wave physics, discretization, meshes, parallel programming, computing models. The course targets anyone who aims at developing or using numerical methods applied to partial differential equations and is seeking a practical introduction at a basic level. The methodologies discussed are widely used in natural sciences, engineering, as well as economics and other fields.

Created by: Ludwig-Maximilians-Universität München (LMU)


Related Online Courses

Dive deep into the world of modern web development with this comprehensive specialization. Comprising three distinct courses, this curriculum empowers learners to create cutting-edge, dynamic... more
This specialization is intended for individuals with a basic understanding of digital technologies as well as developers or security professionals with at least 2 years of programming experience... more
In today\'s rapidly evolving digital landscape, the importance of cybersecurity cannot be overstated. Threats to organizations, both large and small, are on the rise, and the consequences of... more
Create your own Marketing Plan for your own product or service idea. In this course you will learn how to produce arguably the most important marketing tool for any business. Rather than simply... more
This course starts with an introduction to Python programming, covering everything from installation and setup of Python and Anaconda to fundamental concepts such as variables, numeric and logical... more

CONTINUE SEARCH

FOLLOW COLLEGE PARENT CENTRAL