Talks

Invited seminars and conference presentations on Koopman operator theory, data-driven modeling, and nonlinear control.

Oct 2026

Koopman Control Family: Structure, Approximation, and Robust Learning

CCDC Seminar Series

Center for Control, Dynamical Systems and Computation, University of California, Santa Barbara

Oct 2026

A Sharp Prediction Error Bound for Koopman Control Family Models

48th Southern California Control Workshop

University of California, Santa Barbara

Jun 2026

The Koopman Operator: Truths, Half-Truths, and Beautifully Packaged Lies

Invited Seminar

Department of Mechanical and Aerospace Engineering, University of California, Irvine

May 2025

Koopman Control Family and Universal Finite-Dimensional Forms

SIAM Conference on Applications of Dynamical Systems

Denver, Colorado

Mar 2024

Closed-Form Error Bounds for Finite-Dimensional Koopman-Based Models and Implications for Learning

U.S. Association for Computational Mechanics, Student Chapter Seminars

Online

Watch talk
Jan 2024

Koopman Control Family and Universal Finite-Dimensional Forms

Safe Autonomous Systems Lab Seminars

Department of Mechanical and Aerospace Engineering, University of California, San Diego

Sep 2023

Learning Koopman Eigenfunctions and Invariant Subspaces from Data

Scalable Optimization and Control Lab Seminars

Department of Electrical and Computer Engineering, University of California, San Diego

Dec 2022

Learning Koopman Eigenfunctions and Invariant Subspaces from Data: Symmetric Subspace Decomposition

2022 International Symposium on Nonlinear Theory and Its Applications

Sep 2021

Tuning Accuracy in Data-Driven Learning of Unknown Dynamical Systems via the Koopman Operator

Mechanistic Machine Learning and Digital Twins for Computational Science, Engineering & Technology Conference

Jan 2020

Efficient Identification of Linear Evolutions in Nonlinear Vector Fields: Koopman Invariant Subspaces

37th Southern California Control Workshop

University of California, San Diego