1:04:03A Convergent Koopman Operator Framework for Control
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A 64-minute video from KOTForum: “A Convergent Koopman Operator Framework for Control”.
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1:04:03
27:26Advances In DMD - Using The Residuals And The Koopman-Schur Decomposition
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A 27-minute video from KOTForum: “Advances In DMD - Using The Residuals And The Koopman-Schur Decomposition”.
23:15An Interpretable Linear Response Theory For Complex Systems Using a Koopman Formalism
A 23-minute video from KOTForum: “An Interpretable Linear Response Theory For Complex Systems Using a Koopman Formalism”.
24:32Data-Driven System Identification Using Quadratic Embeddings of Nonlinear Dynamics
A 25-minute video from KOTForum: “Data-Driven System Identification Using Quadratic Embeddings of Nonlinear Dynamics”.
1:02:25Data-driven System Analysis Using Polynomial Optimization and The Koopman Operator
A 62-minute video from KOTForum: “Data-driven System Analysis Using Polynomial Optimization and The Koopman Operator”.
36:28From Product Hilbert Spaces To The Generalized Koopman Operator And The Nonlinear Fundamental Lemma
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A 36-minute video from KOTForum: “From Product Hilbert Spaces To The Generalized Koopman Operator And The Nonlinear Fundamental Lemma”.
32:07Heterogenous Mixtures of Dictionary Functions for Finite, Approximate Koopman Closure
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A 32-minute video from KOTForum: “Heterogenous Mixtures of Dictionary Functions for Finite, Approximate Koopman Closure”.
23:24Identification, Spectral Analysis, and State Estimation in Spaces of Analytic Functions
A 23-minute video from KOTForum: “Identification, Spectral Analysis, and State Estimation in Spaces of Analytic Functions”.
59:35Inverse spectral perspective on dynamics over networks constraints, symmetries and emergent models
A 60-minute video from KOTForum: “Inverse spectral perspective on dynamics over networks constraints, symmetries and emergent models”.
26:02Kernel Approximations of the Koopman Operator and Their Use In Predictive Control
A 26-minute video from KOTForum: “Kernel Approximations of the Koopman Operator and Their Use In Predictive Control”.
28:30Koopman Global Linearization of Contact-Rich Dynamics
A 28-minute video from KOTForum: “Koopman Global Linearization of Contact-Rich Dynamics”.
21:52Koopman Learning With Episodic Memory
A 22-minute video from KOTForum: “Koopman Learning With Episodic Memory”.
25:49Koopman Linear Quadratic Regulator Control of Microbubble Oscillations For Biomedical Applications
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A 26-minute video from KOTForum: “Koopman Linear Quadratic Regulator Control of Microbubble Oscillations For Biomedical Applications”.
21:07Koopman Operator Approach to Limit Cycles in Quantum Dissipative Systems
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A 21-minute video from KOTForum: “Koopman Operator Approach to Limit Cycles in Quantum Dissipative Systems”.
27:52Koopman Operator Theory in Dynamical Systems Neural Networks and Control
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A 28-minute video from KOTForum: “Koopman Operator Theory in Dynamical Systems Neural Networks and Control”.
20:55Koopman Operators For Singular Systems Construction, Spectral Properties and Data-Driven Methods
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A 21-minute video from KOTForum: “Koopman Operators For Singular Systems Construction, Spectral Properties and Data-Driven Methods”.
37:14Koopman Operators and Symmetry
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A 37-minute video from KOTForum: “Koopman Operators and Symmetry”.
50:15Koopman operators and its applications in nonlinear dynamics
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A 50-minute video from KOTForum: “Koopman operators and its applications in nonlinear dynamics”.
1:12:25Koopman predictive control with closed-loop guarantees
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A 72-minute video from KOTForum: “Koopman predictive control with closed-loop guarantees”.
1:06:11Koopman-based Feedback Design With Closed-loop Guarantees
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A 66-minute video from KOTForum: “Koopman-based Feedback Design With Closed-loop Guarantees”.
19:35Koopman-based Prediction of Hand Grip Force Using sEMG
A 20-minute video from KOTForum: “Koopman-based Prediction of Hand Grip Force Using sEMG”.
19:53Koopman-based Prediction of Hand Grip Force Using sEMG -Demonstration & Outlook
A 20-minute video from KOTForum: “Koopman-based Prediction of Hand Grip Force Using sEMG -Demonstration & Outlook”.
27:24Koopmanizing Micropolar Fluid Dynamics: A Data-Driven Exploration
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A 27-minute video from KOTForum: “Koopmanizing Micropolar Fluid Dynamics: A Data-Driven Exploration”.
24:55Operator Learning For Reliable, Efficient Prediction And Control
A 25-minute video from KOTForum: “Operator Learning For Reliable, Efficient Prediction And Control”.
25:29Phase Reduction, For the Win!
A 25-minute video from KOTForum: “Phase Reduction, For the Win!”.
25:15Probabilistic Eigenvalue Location for Operators Sampled from Data
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A 25-minute video from KOTForum: “Probabilistic Eigenvalue Location for Operators Sampled from Data”.
25:34Quantum Mechanical Closure of Partial Differential Equations with Symmetries
A 26-minute video from KOTForum: “Quantum Mechanical Closure of Partial Differential Equations with Symmetries”.
28:55Real-Time Koopman-based Dynamical Prediction For Safety-Critical Control of Autonomous Systems
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A 29-minute video from KOTForum: “Real-Time Koopman-based Dynamical Prediction For Safety-Critical Control of Autonomous Systems”.
21:43Reconstructing Spatiotemporal Dynamics Of Total Water Storage Anomalies Using DMD
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A 22-minute video from KOTForum: “Reconstructing Spatiotemporal Dynamics Of Total Water Storage Anomalies Using DMD”.
24:38Residual Ordering of Koopman Spectra For The Identification of Tropical SST Fundamental Modes
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A 25-minute video from KOTForum: “Residual Ordering of Koopman Spectra For The Identification of Tropical SST Fundamental Modes”.
26:12Rigged DMD: Data-Driven Generalized Eigenfunction Decompositions for Koopman Operators
A 26-minute video from KOTForum: “Rigged DMD: Data-Driven Generalized Eigenfunction Decompositions for Koopman Operators”.
1:03:37Sampling pseudo spectrum for DMD
A 64-minute video from KOTForum: “Sampling pseudo spectrum for DMD”.
19:10Streaming DMD and Dynamic Forecasting
A 19-minute video from KOTForum: “Streaming DMD and Dynamic Forecasting”.
59:24Trustworthy Koopmanism: Spectra, Forecasting, and Open Challenges
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A 59-minute video from KOTForum: “Trustworthy Koopmanism: Spectra, Forecasting, and Open Challenges”.
56:34Two (non-standard) applications of the Koopman framework: Lotka-Volterra equations and Computing
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A 57-minute video from KOTForum: “Two (non-standard) applications of the Koopman framework: Lotka-Volterra equations and Computing”.
25:59When Do Koopman Embeddings Exist?
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A 26-minute video from KOTForum: “When Do Koopman Embeddings Exist?”.