There are 2 repositories under dynamical-modeling topic.
A collection of resources regarding the interplay between differential equations, deep learning, dynamical systems, control and numerical methods.
Package for the data-driven representation of non-linear dynamics over manifolds based on a statistical distribution of local phase portrait features. Includes specific example on dynamical systems, synthetic- and real neural datasets.
Sample code for the NIPS paper "Scalable Variational Inference for Dynamical Systems"
Parameter estimation for dynamical models using high-performance computing, batch and mini-batch optimizers, and dynamic load balancing.
control theory repo
Whole-cell modeling tutorials
Official implementation of Enhanced Gaussian Process Dynamical Modeling for Battery Health Status Forecasting.
Simulation and animation of simple passive dynamic walking models in Matlab
Example usage of the pyEXP library for dynamical discovery
The Flexible Epidemic Modeling Pipeline
ManiDyn is a MATLAB toolbox for symbolic modelling of serial-link robot Manipulators.
Kinetic modeling of glucose and acetate metabolisms in E. coli
Framework for systematically and scalably designing whole-cell models from large datasets
JED is a program for performing Essential Dynamics of protein trajectories written in Java. JED is a powerful tool for examining the dynamics of proteins from trajectories derived from MD or Geometric simulations. Currently, there are two types of PCA: distance-pair and Cartesian, and three models: COV, CORR, and PCORR.
`mbtransfer` is an R package for modeling microbiome dynamics. It provides functions for fitting transfer function models, simulating counterfactual trajectories, and selecting significantly perturbed taxa using mirror statistics.
A MatLab package for System Identification using linear and nonlinear auto-regresive models (N)AR, (N)ARX and (N)ARMAX models
Dynamical System created from mapping of curvature and torsion of image of parametric planar curve when stereographically projected to the unit sphere.
Detailed paper describing python program to calculate fixed points of various functions and calculate the order of the orbits for a given seed.
COPASI biochemical network simulation program via BioSimulators-compliant command-line interface and Docker container
GillesPy2 biochemical network simulation program via BioSimulators-compliant command-line interface and Docker container
tellurium biochemical network simulation program via BioSimulators-compliant command-line interface and Docker container
Analytical & Programming exercises on linear control systems
Code associated with the Karr Lab's 2018 whole-cell modeling review in Current Opinion in Biotechnology
Employing Human Social-Motor Solutions for Human-Machine Interaction in Dynamical Task Contexts
Modified version of the Identikit 2 tool for modeling galaxy interactions
A library of hybrid N-body + test particle simulations for dynamical modeling of galaxy interactions.
Using Python with matplotlib to calculate and visualize/analyze randomly seeded orbits of 3 different functions.
BioNetGen biochemical network simulation program via BioSimulators-compliant command-line interface and Docker container
Dynamical Model of a Pistol in Simulink
Generate DAEs of k-pendulums.
This repository contains the LaTeX source code for the abstract of my talk titled "Using AI to Model Real-World Systems: From Weather to Economics" for the Fifth International Workshop on Dynamical Systems & AI (IWDS&AI 2025), which will be held on April 16-17, 2025, at the University of Kufa, AlNajaf, Iraq.
Derivation & simualtion of the the dynamics of a rigid-body double pendulum with a moving base, control torques, and an external wind force .
Comparitive work on dynamical identification that extends previous in-context learning based identification methods to different neural architectures.
Bottom-up dynamical modeling of biological systems using ordinary, partial, and stochastic differential equations.