model-discovery

There are 1 repository under model-discovery topic.

dynamicslab / pysindy
A package for the sparse identification of nonlinear dynamical systems from data
dynamical-systems machine-learning sparse-regression model-discovery system-identification nonlinear-dynamics
Language:Python 1356
BystrickyK / SINDy
Physically-informed model discovery of systems with nonlinear, rational terms using the SINDy-PI method. Contains functionality for spectral filtering/differentiation.
sindy dynamical equations candidate-functions coefficients fft model model-discovery system-identification numerical-methods numerical-differentiation spectral-methods spectral-filtering spectral-difference machine-learning sparse-regression sparse-modeling simulation-data
Language:Python 8
Pongpisit-Thanasutives / UBIC
Uncertainty-penalized Bayesian information criterion (UBIC) for PDE Discovery
bayesian-information-criterion model-discovery model-selection partial-differential-equations physics-informed-learning system-identification uncertainty-quantification information-criterion
Language:Jupyter Notebook 6
nPIML-team / nPIML
The official respository for noise-aware physics-informed machine learning (nPIML)
deep-learning dynamical-systems machine-learning model-discovery nonlinear-dynamics physics-informed-neural-networks sparse-regression system-identification noise-robust
Language:TeX 5
ronwilson016 / Data-Science-Projects
This repository stores my personal projects related to data science studies.
time-frequency-analysis principal-component-analysis singular-value-decomposition fourier-transform machine-learning gabor-filters sparse-regression image-classification dynamic-mode-decomposition model-selection model-discovery support-vector-machines gaussian-mixture-models data-clustering supervised-learning unsupervised-learning neural-nets lstm-neural-networks feedforward-neural-network deep-learning
Language:MATLAB 3
Pongpisit-Thanasutives / PDE-FIND
PDE discovery using UBIC (uncertainty-penalized Bayesian information criterion)
bayesian-information-criterion model-discovery model-selection partial-differential-equations physics-informed-learning system-identification uncertainty-quantification information-criterion
Language:Gnuplot 0
Pongpisit-Thanasutives / UBIC-play
Uncertainty-penalized Bayesian information criterion (UBIC) for PDE Discovery
bayesian-information-criterion model-discovery model-selection partial-differential-equations physics-informed-learning system-identification uncertainty-quantification information-criterion
Language:Jupyter Notebook 0
Pongpisit-Thanasutives / UBIC-test
Uncertainty-penalized Bayesian information criterion (UBIC) for PDE Discovery
bayesian-information-criterion model-discovery model-selection partial-differential-equations physics-informed-learning system-identification uncertainty-quantification information-criterion
Language:Jupyter Notebook