List of works - Steven Brunton

Classification of birefringence in mode-locked fiber lasers using machine learning and sparse representation.

scientific article

Data-driven discovery of coordinates and governing equations

scientific article published on 21 October 2019

Data-driven discovery of partial differential equations. ⬇️

scientific article

Deep learning for universal linear embeddings of nonlinear dynamics

scientific article published in Nature Communications

Deeptime: a Python library for machine learning dynamical models from time series data

scientific article published on 26 November 2021

Development and validation of warning system of ventricular tachyarrhythmia in patients with heart failure with heart rate variability data

scientific article published in PLoS ONE

Discovering governing equations from data by sparse identification of nonlinear dynamical systems ⬇️

scientific article

Discovering time-varying aerodynamics of a prototype bridge by sparse identification of nonlinear dynamical systems

scientific article published on 01 August 2019

Extremum-seeking control of the beam pattern of a reconfigurable holographic metamaterial antenna

scientific article published on 01 January 2016

Fast computation of finite-time Lyapunov exponent fields for unsteady flows.

scientific article published in March 2010

Hierarchical deep learning of multiscale differential equation time-steppers

scientific article published in 2022

Lagrangian coherent structures and inertial particle dynamics ⬇️

scientific article published on 9 March 2016

Model selection for dynamical systems via sparse regression and information criteria.

scientific article published on 30 August 2017

Model selection for hybrid dynamical systems via sparse regression

scientific article published on 06 March 2019

Networked-oscillator-based modeling and control of unsteady wake flows

scientific article published on 01 June 2018

Nonlinear model reduction for dynamical systems using sparse sensor locations from learned libraries. ⬇️

scientific article published on 10 September 2015

PySensors: A Python package for sparse sensor placement

scientific article published on 21 February 2021

RetinaMatch: Efficient Template Matching of Retina Images for Teleophthalmology

scientific article published on 17 June 2019

Sparse identification of nonlinear dynamics for model predictive control in the low-data limit

scientific article published on 14 November 2018

Sparse identification of nonlinear dynamics for rapid model recovery

scientific article published on 01 June 2018

Spatiotemporal Feedback and Network Structure Drive and Encode Caenorhabditis elegans Locomotion.

scientific article

Structured time-delay models for dynamical systems with connections to Frenet-Serret frame

scientific article published on 13 October 2021

List of works by Steven Brunton

Classification of birefringence in mode-locked fiber lasers using machine learning and sparse representation.

Data-driven discovery of coordinates and governing equations

Data-driven discovery of partial differential equations. ⬇️

Deep learning for universal linear embeddings of nonlinear dynamics

Deeptime: a Python library for machine learning dynamical models from time series data

Development and validation of warning system of ventricular tachyarrhythmia in patients with heart failure with heart rate variability data

Discovering governing equations from data by sparse identification of nonlinear dynamical systems ⬇️

Discovering time-varying aerodynamics of a prototype bridge by sparse identification of nonlinear dynamical systems

Extremum-seeking control of the beam pattern of a reconfigurable holographic metamaterial antenna

Fast computation of finite-time Lyapunov exponent fields for unsteady flows.

Hierarchical deep learning of multiscale differential equation time-steppers

Lagrangian coherent structures and inertial particle dynamics ⬇️

Model selection for dynamical systems via sparse regression and information criteria.

Model selection for hybrid dynamical systems via sparse regression

Networked-oscillator-based modeling and control of unsteady wake flows

Nonlinear model reduction for dynamical systems using sparse sensor locations from learned libraries. ⬇️

PySensors: A Python package for sparse sensor placement

RetinaMatch: Efficient Template Matching of Retina Images for Teleophthalmology

Sparse identification of nonlinear dynamics for model predictive control in the low-data limit

Sparse identification of nonlinear dynamics for rapid model recovery

Spatiotemporal Feedback and Network Structure Drive and Encode Caenorhabditis elegans Locomotion.

Structured time-delay models for dynamical systems with connections to Frenet-Serret frame