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Opening speech |
Part I: Coherent Structures |
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Lecture 1 - Analysis, Modeling and Control of the Cylinder WakeProf. Bernd R. Noack, Harbin Institute of Technology, Shenzhen, China and TU Berlin, Germany |
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Lecture 2 - Coherent Structures in Turbulent FlowsProf. Javier Jiménez, Universidad Politecnica de Madrid, Spain |
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Lecture 3 - The Proper Orthogonal DecompositionProf. Scott T.M. Dawson, Illinois Institute of Technology, USA |
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Lecture 4 - The Dynamic Mode Decomposition: From Koopman Theory to ApplicationsProf. Peter J. Schmid, Imperial College London, UK |
Part II: Mathematical Analysis |
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Lecture 5 - Mathematical Tools, Part I: Continuous and Discrete LTI SystemsProf. Miguel A. Mendez, von Karman Institute for Fluid Dynamics, Belgium |
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Lecture 6 - Mathematical Tools, Part II: Time-Frequency AnalysisProf. Stefano Discetti, Universidad Carlos III de Madrid, Spain |
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Lecture 7- Generalized and Multiscale Data-Driven Modal AnalysisProf. Miguel A. Mendez, von Karman Institute for Fluid Dynamics, Belgium |
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Lecture 8 - Applications and Good PracticeProf. Andrea Ianiro, Universidad Carlos III de Madrid, Spain |
Part III: Dynamical Systems |
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Lecture 9 - Modern Tools for the Stability Analysis of Fluid FlowsProf. P.J. Schmid, Imperial College London, UK |
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Lecture 10 - Linear Dynamical Systems and ControlProf. Scott T.M. Dawson, Illinois Institute of Technology, USA |
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Lecture 11 - Nonlinear Dynamical SystemsProf. Steven L. Brunton, University of Washington, USA |
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Lecture 12 - Methods for System IdentificationProf. Steven L. Brunton, University of Washington, USA |
Part IV: Reduced Order Modeling |
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Lecture 13 - Introduction to Machine Learning MethodsProf. Steven L. Brunton, University of Washington, USA |
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Lecture 14 - Machine Learning in Fluids: Pairing Methods with ProblemsProf. Steven L. Brunton, University of Washington, USA |
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Lecture 15 - Machine Learning for Reduced-Order ModelingProf. Bernd R. Noack, Harbin Institute of Technology, Shenzhen, China and TU Berlin, Germany |
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Lecture 16 - Advancing Reacting Flow Simulations with Data-Driven Models: Chemistry Accelerations and Reduced-Order ModellingProf. Alessandro Parente, Université Libre de Bruxelles, Belgium |
Part V: Control, Closures and Perspectives |
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Lecture 17 - Reduced-Order Modeling for Aerodynamic Applications and MDODr. Stefan Görtz, German Aerospace Center (DLR), Germany |
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Lecture 18 - Machine Learning for Turbulence ControlProf. Bernd R. Noack, Harbin Institute of Technology, Shenzhen, China and TU Berlin, Germany |
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Lecture 19 - The Computer as Turbulence ResearcherProf. Javier Jiménez, Universidad Politecnica de Madrid, Spain |
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Round Table |