Giter VIP home page Giter VIP logo

nonlineardynamicscomplexsystemscourse's Introduction

Nonlinear Dynamics and Complex Systems with JuliaDynamics

Currently still work in progress!

The material of this repository accompany a fully hands-on, semester-long lecture series on computational modeling and analysis of nonlinear dynamics and complex systems. It is a guided tour of many packages of the JuliaDynamics software organization, which offers accessible, well-documented, and highly-performant software to perform modeling and analysis within the realms of nonlinear dynamics and complex systems. Part of the lecture series is also an extensive introduction to the Julia programming language (assuming already existing programming familiarity), as well as demonstration of usage of other Julia packages that are not part of the JuliaDynamics organization.

The material here is largely based on the textbook Nonlinear Dynamics: a concise introduction interlaced with code. We consider this textbook to be about 80% teaching nonlinear dynamics and complex systems concepts, and about 20% on using code to compute these concepts in practice. The Nonlinear Dynamics and Complex Systems with Julia lecture hosted on this GitHub page is flipped: it is about 20% teaching of concepts and 80% coding: the concepts are introduced at a small level of detail so that there is motivation to compute them in practice, but the main focus is how the software packages work, and how to use them, to perform computations.

As such, this lecture series can be combined with the aforementioned textbook to create a deep level of expertise which encompasses not only knowledge and understanding, but also the practical skills necessary to efficiently utilize this understanding in practice.

nonlineardynamicscomplexsystemscourse's People

Contributors

datseris avatar imgbot[bot] avatar ma-ramirez avatar pitmonticone avatar

Stargazers

 avatar  avatar  avatar  avatar  avatar  avatar  avatar  avatar  avatar  avatar  avatar  avatar  avatar  avatar  avatar  avatar  avatar  avatar  avatar  avatar  avatar  avatar  avatar  avatar  avatar  avatar  avatar  avatar  avatar  avatar  avatar  avatar  avatar  avatar  avatar  avatar  avatar  avatar  avatar  avatar  avatar  avatar  avatar  avatar  avatar  avatar

Watchers

 avatar  avatar  avatar  avatar  avatar

nonlineardynamicscomplexsystemscourse's Issues

Attractors, bifurcations, continuation

In #8 we discussed that Attractors.jl should be separated into a new notebook. Perhaps a better idea than putting it with ChaosTools.jl would be to put it with BifurcationKit.jl? However, in my experience, using BifurcationKit.jl is not yet as streamlined as using Attractors.jl in the high-levelness. I had to inspect internals and write lots of code to get a figure that was similar to the direct output of attractors

(automatic / magic plotting doesn't make sense to use when teaching)

Separate causal and nonlinear timeseries analysis

The current notebook on NLD and Causal TSA is too short given its title. It is better to have a notebook dedicated to entropic concepts, delay embeddings, and surrogates, and another notebook exclusively for Causal TSA.

In fact, it could even be the case that delay embeddings could be a notebook just on its own.

restructure DynamicalSystems.jl intro

It is better for the DynamicalSystems.jl intro notebook to have the actual dynamical systems intro, as well as the interactive plotting stuff.

Attractors.jl should make another notebook with ChaosTools.jl on using dynamical systems.

Recommend Projects

  • React photo React

    A declarative, efficient, and flexible JavaScript library for building user interfaces.

  • Vue.js photo Vue.js

    ๐Ÿ–– Vue.js is a progressive, incrementally-adoptable JavaScript framework for building UI on the web.

  • Typescript photo Typescript

    TypeScript is a superset of JavaScript that compiles to clean JavaScript output.

  • TensorFlow photo TensorFlow

    An Open Source Machine Learning Framework for Everyone

  • Django photo Django

    The Web framework for perfectionists with deadlines.

  • D3 photo D3

    Bring data to life with SVG, Canvas and HTML. ๐Ÿ“Š๐Ÿ“ˆ๐ŸŽ‰

Recommend Topics

  • javascript

    JavaScript (JS) is a lightweight interpreted programming language with first-class functions.

  • web

    Some thing interesting about web. New door for the world.

  • server

    A server is a program made to process requests and deliver data to clients.

  • Machine learning

    Machine learning is a way of modeling and interpreting data that allows a piece of software to respond intelligently.

  • Game

    Some thing interesting about game, make everyone happy.

Recommend Org

  • Facebook photo Facebook

    We are working to build community through open source technology. NB: members must have two-factor auth.

  • Microsoft photo Microsoft

    Open source projects and samples from Microsoft.

  • Google photo Google

    Google โค๏ธ Open Source for everyone.

  • D3 photo D3

    Data-Driven Documents codes.