Data-Driven Science and Engineering: Machine Learning, Dynamical Systems, and Control von Brunton, Steven L., Kutz, J. Nathan

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Machine Learning for Fluid Mechanics von Brunton, Steven L, Noack, Bernd R, Koumoutsakos, Petros

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Koopman Invariant Subspaces and Finite Linear Representations of Nonlinear Dynamical Systems for Control von Brunton, Steven L, Brunton, Bingni W, Proctor, Joshua L, Kutz, J Nathan

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Discovering governing equations from data by sparse identification of nonlinear dynamical systems von Brunton, Steven L., Proctor, Joshua L., Kutz, J. Nathan

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Deep learning for universal linear embeddings of nonlinear dynamics von Lusch, Bethany, Kutz, J. Nathan, Brunton, Steven L.

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Applying machine learning to study fluid mechanics von Brunton, Steven L.

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Constrained sparse Galerkin regression von Loiseau, Jean-Christophe, Brunton, Steven L.

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Chaos as an intermittently forced linear system von Brunton, Steven L., Brunton, Bingni W., Proctor, Joshua L., Kaiser, Eurika, Kutz, J. Nathan

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Sparse identification of nonlinear dynamics for model predictive control in the low-data limit von Kaiser, E., Kutz, J. N., Brunton, S. L.

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Closed-Loop Turbulence Control: Progress and Challenges von Brunton, Steven L, Noack, Bernd R

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Data-driven discovery of coordinates and governing equations von Champion, Kathleen, Lusch, Bethany, Kutz, J. Nathan, Brunton, Steven L.

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Learning dominant physical processes with data-driven balance models von Callaham, Jared L., Koch, James V., Brunton, Bingni W., Kutz, J. Nathan, Brunton, Steven L.

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Modal Analysis of Fluid Flows: Applications and Outlook von Taira, Kunihiko, Hemati, Maziar S, Brunton, Steven L, Sun, Yiyang, Duraisamy, Karthik, Bagheri, Shervin, Dawson, Scott T. M, Yeh, Chi-An

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Data-driven discovery of Koopman eigenfunctions for control von Kaiser, Eurika, Kutz, J Nathan, Brunton, Steven L

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Optimal Sensor and Actuator Selection Using Balanced Model Reduction von Manohar, Krithika, Kutz, J. Nathan, Brunton, Steven L.

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Dynamic Mode Decomposition for Compressive System Identification von Bai, Zhe, Kaiser, Eurika, Proctor, Joshua L, Kutz, J. Nathan, Brunton, Steven L

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DeepGreen: deep learning of Green’s functions for nonlinear boundary value problems von Gin, Craig R., Shea, Daniel E., Brunton, Steven L., Kutz, J. Nathan

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Sparse identification of nonlinear dynamics for rapid model recovery von Quade, Markus, Abel, Markus, Nathan Kutz, J., Brunton, Steven L.

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Data-driven resolvent analysis von Herrmann, Benjamin, Baddoo, Peter J., Semaan, Richard, Brunton, Steven L., McKeon, Beverley J.

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Network structure of two-dimensional decaying isotropic turbulence von Taira, Kunihiko, Nair, Aditya G., Brunton, Steven L.

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