jbramburger

DataDrivenDynSyst

Scripts and notebooks to accompany the book Data-Driven Methods for Dynamic Systems

Data-Science-Methods

This repository contains lecture notes and codes for the course "Computational Methods for Data Science"

Slow-Discovery

Code for discovering slow timescale dynamics using the SINDy method

data-clf

Synthesize control laws from data using SOS optimization

Deep-Conjugacies

Code associated to the paper "Deep learning of conjugate mappings"

Poincare-Maps

MATLAB files for discovery of Poincaré maps

data-measures

Code for discovering invariant measures from data

FKPP-Burgers

Code for the paper "The speed of traveling waves in a FKPP-Burgers system"

Minimum-Wave-Speeds

Code for the paper "Minimum wave speeds in monostable reaction-diffusion equations: sharp bounds by polynomial optimization"

Stabilizing_UPOs

Code associated to the paper "Data-driven stabilization of periodic orbits"

kernel_sos