Media Summary: This video provides a high-level overview of this new series on website: faculty.washington.edu/kutz This video highlights physics-informed machine learning architectures that allow for the ... Overview lecture on linear system identification and model reduction. This lecture discusses how we obtain reduced-order models ...

Data Driven Nonlinear Dynamics And - Detailed Analysis & Overview

This video provides a high-level overview of this new series on website: faculty.washington.edu/kutz This video highlights physics-informed machine learning architectures that allow for the ... Overview lecture on linear system identification and model reduction. This lecture discusses how we obtain reduced-order models ... This video highlights recent innovations in Machine learning is enabling the discovery of This is an introductory video for my class on

Data Driven Estimation of Nonlinear Dynamics in Robotic Systems Date: Wed. December 10, 2025 Event: FAU MoD Workshop Organized by: FAU MoD, the Research Center for Mathematics of ...

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Data-Driven Dynamical Systems Overview
Data-driven model discovery:  Targeted use of deep neural networks for physics and engineering
The Anatomy of a Dynamical System
Data-Driven Control: Linear System Identification
Data-Driven Control: Overview
Sparse Nonlinear Dynamics Models with SINDy, Part 2: Training Data & Disambiguating Models
Nonlinear Dynamics and Chaos: Introduction (Strogatz Ch. 1) | Lecture 1
Data Driven Discovery of Dynamical Systems and PDEs
Sparse Identification of Nonlinear Dynamics (SINDy): Sparse Machine Learning Models 5 Years Later!
NEW CLASS! Data Driven Methods in Dynamical Systems
Data Driven Estimation of Nonlinear Dynamics in Robotic Systems
FAUMoD 10.12.25 Lyapunov meets Koopman: A new approach to data-driven analysis of nonlinear dynamics
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Data-Driven Dynamical Systems Overview

Data-Driven Dynamical Systems Overview

This video provides a high-level overview of this new series on

Data-driven model discovery:  Targeted use of deep neural networks for physics and engineering

Data-driven model discovery: Targeted use of deep neural networks for physics and engineering

website: faculty.washington.edu/kutz This video highlights physics-informed machine learning architectures that allow for the ...

The Anatomy of a Dynamical System

The Anatomy of a Dynamical System

Dynamical

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 ...

Data-Driven Control: Overview

Data-Driven Control: Overview

Overview lecture for series on

Sparse Nonlinear Dynamics Models with SINDy, Part 2: Training Data & Disambiguating Models

Sparse Nonlinear Dynamics Models with SINDy, Part 2: Training Data & Disambiguating Models

This video discusses

Nonlinear Dynamics and Chaos: Introduction (Strogatz Ch. 1) | Lecture 1

Nonlinear Dynamics and Chaos: Introduction (Strogatz Ch. 1) | Lecture 1

Introduction to

Data Driven Discovery of Dynamical Systems and PDEs

Data Driven Discovery of Dynamical Systems and PDEs

This video highlights recent innovations in

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

NEW CLASS! Data Driven Methods in Dynamical Systems

NEW CLASS! Data Driven Methods in Dynamical Systems

This is an introductory video for my class on

Data Driven Estimation of Nonlinear Dynamics in Robotic Systems

Data Driven Estimation of Nonlinear Dynamics in Robotic Systems

Data Driven Estimation of Nonlinear Dynamics in Robotic Systems

FAUMoD 10.12.25 Lyapunov meets Koopman: A new approach to data-driven analysis of nonlinear dynamics

FAUMoD 10.12.25 Lyapunov meets Koopman: A new approach to data-driven analysis of nonlinear dynamics

Date: Wed. December 10, 2025 Event: FAU MoD Workshop Organized by: FAU MoD, the Research Center for Mathematics of ...

Nonlinear Dynamics: Introduction to Nonlinear Dynamics

Nonlinear Dynamics: Introduction to Nonlinear Dynamics

These are videos from the