Media Summary: Having explored variations of DMD for identifying linear approximations of nonlinear dynamics, we now turn to discovering ... Machine learning is enabling the discovery of dynamical systems models and governing equations purely from measurement PhD defence of Bartosz Prokop: During the defence Bartosz presented some results of his research where he focuses on model ...

The Sindy Method Data Driven - Detailed Analysis & Overview

Having explored variations of DMD for identifying linear approximations of nonlinear dynamics, we now turn to discovering ... Machine learning is enabling the discovery of dynamical systems models and governing equations purely from measurement PhD defence of Bartosz Prokop: During the defence Bartosz presented some results of his research where he focuses on model ... Overview lecture on linear system identification and model reduction. This lecture discusses how we obtain reduced-order models ... Can artificial intelligence discover the hidden equations behind nature? In this video, we explore the famous moose–wolf ... In this video, we explain the foundational

This video illustrates a new algorithm for the sparse identification of nonlinear dynamics ( Paper: Urban Fasel, J. Nathan Kutz, Bingni W. Brunton, Steven L. Brunton Video by Urban Fasel ... In this video, we explain the arXiv paper: “Implicit Runge-Kutta based sparse identification of governing equations in biologically ... Speaker: Kadierdan Kaheman Event: Second Symposium on Machine Learning and Dynamical Systems ...

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The SINDy Method  - Data-Driven Dynamics | Lecture 8
Sparse Identification of Nonlinear Dynamics (SINDy): Sparse Machine Learning Models 5 Years Later!
Promoting global stability in data-driven models of quadratic nonlinear dynamics - Trapping SINDy
System Identification for Robotics: Fixing SINDy with Unified Dynamics
Data-driven model identification in dynamical biological systems
Data-Driven Control: Linear System Identification
SINDy Finds the Secret Equation of Isle Royale
SINDy  Discovering Physics 1509 03580v1
Sparse Identification of Nonlinear Dynamics (SINDy)
Interpretable data-driven model discovery: dynamical systems, ROMs, and operators
Robust Model Discovery with Ensemble Learning and SINDy (applications to active learning & control)
The Derivative Dilemma  Evolving SINDy for the Real World 2502 20319v1
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The SINDy Method  - Data-Driven Dynamics | Lecture 8

The SINDy Method - Data-Driven Dynamics | Lecture 8

Having explored variations of DMD for identifying linear approximations of nonlinear dynamics, we now turn to discovering ...

Sparse Identification of Nonlinear Dynamics (SINDy): Sparse Machine Learning Models 5 Years Later!

Sparse Identification of Nonlinear Dynamics (SINDy): Sparse Machine Learning Models 5 Years Later!

Machine learning is enabling the discovery of dynamical systems models and governing equations purely from measurement

Promoting global stability in data-driven models of quadratic nonlinear dynamics - Trapping SINDy

Promoting global stability in data-driven models of quadratic nonlinear dynamics - Trapping SINDy

System identification

System Identification for Robotics: Fixing SINDy with Unified Dynamics

System Identification for Robotics: Fixing SINDy with Unified Dynamics

In this video, I present "Unified

Data-driven model identification in dynamical biological systems

Data-driven model identification in dynamical biological systems

PhD defence of Bartosz Prokop: During the defence Bartosz presented some results of his research where he focuses on model ...

Data-Driven Control: Linear System Identification

Data-Driven Control: Linear System Identification

Overview lecture on linear system identification and model reduction. This lecture discusses how we obtain reduced-order models ...

SINDy Finds the Secret Equation of Isle Royale

SINDy Finds the Secret Equation of Isle Royale

Can artificial intelligence discover the hidden equations behind nature? In this video, we explore the famous moose–wolf ...

SINDy  Discovering Physics 1509 03580v1

SINDy Discovering Physics 1509 03580v1

In this video, we explain the foundational

Sparse Identification of Nonlinear Dynamics (SINDy)

Sparse Identification of Nonlinear Dynamics (SINDy)

This video illustrates a new algorithm for the sparse identification of nonlinear dynamics (

Interpretable data-driven model discovery: dynamical systems, ROMs, and operators

Interpretable data-driven model discovery: dynamical systems, ROMs, and operators

2025 USACM Novel

Robust Model Discovery with Ensemble Learning and SINDy (applications to active learning & control)

Robust Model Discovery with Ensemble Learning and SINDy (applications to active learning & control)

Paper: https://arxiv.org/abs/2111.10992 Urban Fasel, J. Nathan Kutz, Bingni W. Brunton, Steven L. Brunton Video by Urban Fasel ...

The Derivative Dilemma  Evolving SINDy for the Real World 2502 20319v1

The Derivative Dilemma Evolving SINDy for the Real World 2502 20319v1

In this video, we explain the arXiv paper: “Implicit Runge-Kutta based sparse identification of governing equations in biologically ...

SINDy-PI: A Robust Algorithym for Parallel Implicit Sparse Identification of Nonlinear Dynamics

SINDy-PI: A Robust Algorithym for Parallel Implicit Sparse Identification of Nonlinear Dynamics

Speaker: Kadierdan Kaheman Event: Second Symposium on Machine Learning and Dynamical Systems ...