pysindy
Poincare-Maps
| pysindy | Poincare-Maps | |
|---|---|---|
| 5 | 1 | |
| 1,293 | 4 | |
| 2.8% | - | |
| 9.3 | 0.0 | |
| 8 days ago | about 2 years ago | |
| Python | MATLAB | |
| GNU General Public License v3.0 or later | - |
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pysindy
- Sam Altman's ouster was precipitated by letter to board about AI breakthrough
-
Ask HN: Why don't datacenters have passive rooflines like Net Zero homes?
https://github.com/dynamicslab/pysindy/issues/383#event-1002...
awesome-machine-learning-fluid-mechanics >
- Why are neural networks not multi-dimensional?
- Creating an equation for a system given its data.
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Physics-Based Deep Learning Book
Not MLP, but PySindy[0] might be a way to find a closed form solution. A simple MLP may not be best way to achieve what are you are after.
[0] https://github.com/dynamicslab/pysindy
Poincare-Maps
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Poincaré map for 4D system
I also have a full code repo that uses the SINDy backbone. It is in this repository.
What are some alternatives?
sysidentpy - A Python Package For System Identification Using NARMAX Models
DifferentialEquations.jl - Multi-language suite for high-performance solvers of differential equations and scientific machine learning (SciML) components. Ordinary differential equations (ODEs), stochastic differential equations (SDEs), delay differential equations (DDEs), differential-algebraic equations (DAEs), and more in Julia.
torchsde - Differentiable SDE solvers with GPU support and efficient sensitivity analysis.
thebe - Turn static HTML pages into live documents with Jupyter kernels.
pbdl-book - Welcome to the Physics-based Deep Learning Book (v0.2)
diffrax - Numerical differential equation solvers in JAX. Autodifferentiable and GPU-capable. https://docs.kidger.site/diffrax/
Stochastic-Processes - My book: Gentle Introduction to Chaotic Dynamical Systems. Includes stochastic dynamical systems and statistical properties of numeration systems in any dimension.
grade-school-math
awesome-machine-learning-fluid-mechanics - Curated list for ML in FM
awesome-machine-learning-fluid-m
awesome-fluid-dynamics - A curated list of repositories related to fluid dynamics.
open-sustainable-technology - A directory and analysis of the open source ecosystem in the areas of climate change, sustainable energy, biodiversity and natural resources.