Data-driven discovery of coordinates and governing equations
Champion, Kathleen, Lusch, Bethany, Kutz, J. Nathan, Brunton, Steven L.
Published in Proceedings of the National Academy of Sciences - PNAS (05.11.2019)
Published in Proceedings of the National Academy of Sciences - PNAS (05.11.2019)
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Journal Article
Sparse identification of nonlinear dynamics for rapid model recovery
Quade, Markus, Abel, Markus, Nathan Kutz, J, Brunton, Steven L
Published in Chaos (Woodbury, N.Y.) (01.06.2018)
Published in Chaos (Woodbury, N.Y.) (01.06.2018)
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Journal Article
Deep learning of dynamics and signal-noise decomposition with time-stepping constraints
Rudy, Samuel H., Nathan Kutz, J., Brunton, Steven L.
Published in Journal of computational physics (01.11.2019)
Published in Journal of computational physics (01.11.2019)
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Journal Article
Chaos as an intermittently forced linear system
Brunton, Steven L, Brunton, Bingni W, Proctor, Joshua L, Kaiser, Eurika, Kutz, J Nathan
Published in Nature communications (30.05.2017)
Published in Nature communications (30.05.2017)
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Journal Article
Data-driven discovery of Koopman eigenfunctions for control
Kaiser, Eurika, Kutz, J Nathan, Brunton, Steven L
Published in Machine learning: science and technology (01.09.2021)
Published in Machine learning: science and technology (01.09.2021)
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Journal Article
Greedy Sensor Placement With Cost Constraints
Clark, Emily, Askham, Travis, Brunton, Steven L., Nathan Kutz, J.
Published in IEEE sensors journal (01.04.2019)
Published in IEEE sensors journal (01.04.2019)
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Journal Article
Koopman Invariant Subspaces and Finite Linear Representations of Nonlinear Dynamical Systems for Control
Brunton, Steven L, Brunton, Bingni W, Proctor, Joshua L, Kutz, J Nathan
Published in PloS one (26.02.2016)
Published in PloS one (26.02.2016)
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Journal Article
Optimal Sensor and Actuator Selection Using Balanced Model Reduction
Manohar, Krithika, Kutz, J. Nathan, Brunton, Steven L.
Published in IEEE transactions on automatic control (01.04.2022)
Published in IEEE transactions on automatic control (01.04.2022)
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Journal Article
Learning dominant physical processes with data-driven balance models
Callaham, Jared L, Koch, James V, Brunton, Bingni W, Kutz, J Nathan, Brunton, Steven L
Published in Nature communications (15.02.2021)
Published in Nature communications (15.02.2021)
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Journal Article
A Unified Framework for Sparse Relaxed Regularized Regression: SR3
Zheng, Peng, Askham, Travis, Brunton, Steven L., Kutz, J. Nathan, Aravkin, Aleksandr Y.
Published in IEEE access (2019)
Published in IEEE access (2019)
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Journal Article
Applied Koopman Theory for Partial Differential Equations and Data-Driven Modeling of Spatio-Temporal Systems
Nathan Kutz, J., Brunton, S. L., Proctor, J. L.
Published in Complexity (New York, N.Y.) (01.01.2018)
Published in Complexity (New York, N.Y.) (01.01.2018)
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Journal Article