dg227 / NLSALinks
Kernel methods for statistical modeling of dynamical systems
☆26Updated 3 months ago
Alternatives and similar repositories for NLSA
Users that are interested in NLSA are comparing it to the libraries listed below
Sorting:
- Implements Optimization and approximate uncertainty quantification algorithms, Ensemble Kalman Inversion, and Ensemble Kalman Processes.☆114Updated last week
- A hackable Lyapunov exponents calculator☆14Updated 5 years ago
- Code repository for paper: An ensemble score filter for tracking high-dimensional nonlinear dynamical systems☆20Updated last year
- Python package to compute Lyapunov exponents, covariant Lyapunov vectors (CLV) and adjoints of a dynamical systems.☆27Updated 4 months ago
- Implementation of a reservoir computer with functions to optimize the parameters and calculate the Lyapunov exponents☆32Updated 3 years ago
- Spatio-temporal forecasting of Lorenz96 with RC-ESN, RNN-LSTM and ANN☆45Updated 5 years ago
- A type-flexible shallow water model that can run with 16-bit arithmetic.☆127Updated 6 months ago
- Implementation of various ensemble Kalman Filter data assimilation methods in Julia☆64Updated last month
- This repository contains material for the class "Instabilities in Fluids" taught in 2018 at the Australian National University.☆25Updated 2 years ago
- ☆23Updated last month
- PyTorch implemetation of multi-layer quasi-geostrophic model on rectangular domain with solid boundaries.☆14Updated 3 years ago
- Code for the hands-on Oceananigans workshop at JuliaCon 2022☆10Updated 2 years ago
- Python codes for studying predictability and data assimlation with a surface quasi-geostrophic turbulence model☆39Updated this week
- Numerical differentiation with regularization, allowing differentiation of noisy data without amplifying noise. Uses total variation and …☆31Updated 7 years ago
- explore the FV3 data for parameterization☆17Updated last year
- Example problems from the Dedalus methods paper.☆17Updated 5 years ago
- Transition Indicators / Early Warning Signals / Regime Shifts / Change Point Detection☆24Updated 8 months ago
- Package for fitting Gaussian Process Emulators to multiple output computer simulation results.☆53Updated 2 years ago
- A Highly-Extensible Data Assimilation Testing Suite☆10Updated 6 years ago
- This Python package aims at providing tools to study stochastic processes: integrate SDEs, solve Fokker-Planck equations, sample rare eve…☆13Updated 5 years ago
- Models and parameterizations for the turbulent ocean surface boundary layer in Julia☆25Updated 3 years ago
- Simulation-Enabled Prediction, Inference, and Analysis: physics-informed statistical learning.☆35Updated 2 years ago
- ¡AnDA! is a Python library for the Analog Data Assimilation.☆28Updated 4 years ago
- ☆117Updated this week
- Probabilistic ODE solvers are fun, but are they fast? See also: https://github.com/pnkraemer/probdiffeq for JAX code or https://github.c…☆21Updated last year
- Library for computing the Finite-time Lyapunov Exponents of 2D flows using xarray☆10Updated 3 years ago
- Geophysical fluid dynamics pseudospectral solvers with Julia and FourierFlows.jl.☆165Updated this week
- Large Eddy Simulation with dedalus☆38Updated 6 years ago
- PyDA: A hands-on introduction to dynamical data assimilation with Python☆77Updated 5 years ago
- Monotone Parameterization Toolkit (MParT): A core library for constructing and using transport maps.☆18Updated last month