DS-4-DS / DS4DS_Course
Data Science for Dynamical System Course
☆113Updated 5 months ago
Alternatives and similar repositories for DS4DS_Course:
Users that are interested in DS4DS_Course are comparing it to the libraries listed below
- Symbolic Identification of Non-linear Dynamics. The method generalizes the SINDy algorithm by combining sparse and genetic-programming-ba…☆75Updated 2 years ago
- Stochastic Optimization under Uncertainty in Python.☆35Updated 7 months ago
- Scripts and notebooks to accompany the book Data-Driven Methods for Dynamic Systems☆105Updated this week
- Data-driven dynamical systems toolbox.☆73Updated last month
- ☆13Updated last year
- Example code for paper: Automatic Differentiation to Simultaneously Identify Nonlinear Dynamics and Extract Noise Probability Distributio…☆54Updated 2 years ago
- Empowering extended Kalman filter (EKF) with Sparse Identification of Nonlinear Dynamics (SINDy)☆48Updated 2 months ago
- A curated list of awesome Scientific Machine Learning (SciML) papers, resources and software☆49Updated last year
- Mathematical Programming in JAX☆69Updated 2 weeks ago
- Koopman operator identification library in Python, compatible with `scikit-learn`☆69Updated 4 months ago
- A Python package to learn the Koopman operator.☆54Updated 4 months ago
- A Python package for linear subspace identification, nonlinear system identification, and nonlinear regression using Jax☆28Updated last week
- A time domain electrical energy grid modeling and simulation tool with a focus on the control of power electronics converters☆35Updated last year
- A solver for nonlinear programming with GPU support☆182Updated last week
- An RL-Gym for Challenge Problems in Data-Driven Modeling and Control of Fluid Dynamics.☆65Updated this week
- Construction of control systems from predictive models via Quantization, Simulation, Modeling, Optimization☆11Updated last year
- An open source model predictive control package for Julia.☆85Updated this week
- Repository for Common Ground C25☆98Updated 3 months ago
- Repository for the Universal Differential Equations for Scientific Machine Learning paper, describing a computational basis for high perf…☆222Updated 2 years ago
- Nonlinear Dynamics: A concise introduction interlaced with code☆240Updated 8 months ago
- APPM 5630 at CU Boulder☆47Updated this week
- Supplementary resources for the textbook Engineering Design Optimization by Joaquim R. R. A. Martins and Andrew Ning☆111Updated 3 years ago
- Intensive Julia workshop that takes you from zero to hero☆176Updated 8 months ago
- A package for computing data-driven approximations to the Koopman operator.☆342Updated 4 months ago
- Data-driven reduced order modeling for nonlinear dynamical systems☆20Updated last week
- ☆23Updated 4 years ago
- Julia interface to CasADi via PyCall☆27Updated 4 years ago
- Core functions for the Julia (2nd) edition of the text Fundamentals of Numerical Computation, by Driscoll and Braun.☆102Updated 4 months ago
- This repository is for our paper: "The Experimental Multi-Arm Pendulum on a Cart: A Benchmark System for Chaos, Learning, and Control." I…☆18Updated last year
- PySINDy GUI☆37Updated last year