Giter Club home page Giter Club logo

psl's Introduction

PSL: Python Systems Library v1.3.1

PSL is a minimalistic library for simulating dynamical systems in Python using SciPy library.

Authors: Jan Drgona, Aaron Tuor, Stefan Dernbach, James Koch, Soumya Vasisht, Wenceslao Shaw Cortez, Draguna Vrabie

1.3.1 release notes

  • Optional pytorch backend via torchdiffeq for all systems in autonomous.py
  • Faster numpy integration for systems in autonomous.py
  • Sampling of initial conditions and control inputs over dynamic range via get_U, and get_x0 functions for all systems.
  • Coupled dynamical systems in coupled_systems.py module

Documentation

See online Documentation.

Setup

$ conda create -n psl python=3.8
$ conda activate psl
(psl) $ conda install numpy
(psl) $ conda install scipy
(psl) $ conda install matplotlib
(psl) $ pip install pyts
(psl) $ pip install tqdm
(psl) $ conda install torchdiffeq

Syntax and Use

import psl
# instantiate selected dynamical system model
model = psl.systems['Duffing'](ts=0.01)
# simulate the dynamical system over nsim steps
out = model.simulate(nsim=2000)
# plot time series and phase portrait 
psl.plot.pltOL(Y=out['Y'], X=out['X'])
psl.plot.pltPhase(X=out['Y'])

Duffing_time_series Duffing_phase

Examples

See folder tests.

psl's People

Contributors

aaron-tuor avatar abhyshr avatar drgona avatar mkfold avatar sovasisht avatar

Stargazers

 avatar  avatar  avatar  avatar  avatar  avatar  avatar

Watchers

 avatar  avatar  avatar  avatar  avatar  avatar  avatar  avatar

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.