dg227 / NLSA
Kernel methods for statistical modeling of dynamical systems
☆24Updated last month
Alternatives and similar repositories for NLSA:
Users that are interested in NLSA are comparing it to the libraries listed below
- Implements Optimization and approximate uncertainty quantification algorithms, Ensemble Kalman Inversion, and Ensemble Kalman Processes.☆94Updated this week
- Implementation of various ensemble Kalman Filter data assimilation methods in Julia☆63Updated this week
- A hackable Lyapunov exponents calculator☆14Updated 5 years ago
- Implementation of a reservoir computer with functions to optimize the parameters and calculate the Lyapunov exponents☆28Updated 2 years ago
- explore the FV3 data for parameterization☆17Updated last month
- ☆17Updated last week
- Transition Indicators / Early Warning Signals / Regime Shifts / Change Point Detection☆20Updated 2 months ago
- Python package to compute Lyapunov exponents, covariant Lyapunov vectors (CLV) and adjoints of a dynamical systems.☆15Updated 11 months ago
- Package for fitting Gaussian Process Emulators to multiple output computer simulation results.☆48Updated last year
- PyTorch implemetation of multi-layer quasi-geostrophic model on rectangular domain with solid boundaries.☆10Updated 2 years ago
- Numerical differentiation with regularization, allowing differentiation of noisy data without amplifying noise. Uses total variation and …☆29Updated 6 years ago
- ☆33Updated 3 years ago
- Simulation-Enabled Prediction, Inference, and Analysis: physics-informed statistical learning.☆33Updated last year
- This repository contains material for the class "Instabilities in Fluids" taught in 2018 at the Australian National University.☆20Updated last year
- Pytorch implementation of the DeepMoD algorithm: [arXiv:1904.09406]☆32Updated last year
- A type-flexible shallow water model that can run with 16-bit arithmetic.☆119Updated 3 months ago
- Easily generate random fields☆18Updated last week
- Spatio-temporal forecasting of Lorenz96 with RC-ESN, RNN-LSTM and ANN☆40Updated 4 years ago
- Quasigeostrophic model in JAX (port of PyQG)☆19Updated 2 months ago
- Models and parameterizations for the turbulent ocean surface boundary layer in Julia☆25Updated 2 years ago
- ¡AnDA! is a Python library for the Analog Data Assimilation.☆28Updated 3 years ago
- A single column model of atmospheric boundary layer turbulence and clouds☆12Updated 4 years ago
- Solving differential equations in parallel with Julia☆50Updated 3 years ago
- Probabilistic ODE solvers are fun, but are they fast? See also: https://github.com/pnkraemer/probdiffeq for JAX code or https://github.c…☆20Updated 6 months ago
- Official implementation of Score-based Data Assimilation☆47Updated last year
- Monotone Parameterization Toolkit (MParT): A core library for constructing and using transport maps.☆14Updated 7 months ago
- A MATLAB package for computing the optimized dynamic mode decomposition (DMD)☆18Updated 6 years ago
- Large Eddy Simulation with dedalus☆35Updated 5 years ago
- A Python library for training neural ODEs.☆20Updated this week
- Code for the hands-on Oceananigans workshop at JuliaCon 2022☆9Updated last year