Steven L. Brunton | Scholar Profiles and Rankings

Publications and Citation History

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NIH/NSF


Optimal Sensor and Actuator Selection Using Balanced Model Reduction (journal article) Manohar, Krithika \| Kutz, J. Nathan \| Brunton, Steven L. IEEE Transactions on Automatic Control, volume 67, issue 4, pages 2108-2115 (2022). 10.1109/TAC.2021.3082502 Cited by (6) \| Cite \| Source
Near-wake dynamics of a vertical-axis turbine (journal article) Strom, Benjamin \| Polagye, Brian \| Brunton, Steven L. Journal of Fluid Mechanics, volume 935 (2022). 10.1017/jfm.2021.1123 Cite \| Source
Deeptime: a Python library for machine learning dynamical models from time series data (journal article) Hoffmann, Moritz \| Scherer, Martin \| Hempel, Tim \| Mardt, Andreas \| de Silva, Brian \| Husic, Brooke E \| Klus, Stefan \| Wu, Hao \| Kutz, Nathan \| Brunton, Steven L \| Noé, Frank Machine Learning: Science and Technology, volume 3, issue 1, pages 015009- (2022). 10.1088/2632-2153/ac3de0 Cited by (8) \| Cite \| Source
Improved Approximations to Wagner Function Using Sparse Identification of Nonlinear Dynamics (journal article) Dawson, Scott T. M. \| Brunton, Steven L. AIAA Journal, volume 60, issue 3, pages 1691-1707 (2022). 10.2514/1.J060863 Cited by (1) \| Cite \| Source
Gust mitigation through closed-loop control. II. Feedforward and feedback control (journal article) Herrmann, Benjamin \| Brunton, Steven L. \| Pohl, Johannes E. \| Semaan, Richard Physical Review Fluids, volume 7, issue 2 (2022). 10.1103/PhysRevFluids.7.024706 Cited by (1) \| Cite \| Source
Gust mitigation through closed-loop control. I. Trailing-edge flap response (journal article) Pohl, Johannes E. \| Radespiel, Rolf \| Herrmann, Benjamin \| Brunton, Steven L. \| Semaan, Richard Physical Review Fluids, volume 7, issue 2 (2022). 10.1103/PhysRevFluids.7.024705 Cited by (2) \| Cite \| Source
Finite-horizon, energy-efficient trajectories in unsteady flows (journal article) Krishna, Kartik \| Song, Zhuoyuan \| Brunton, Steven L. Proceedings of the Royal Society A: Mathematical, Physical and Engineering Sciences, volume 478, issue 2258 (2022). 10.1098/rspa.2021.0255 Cited by (2) \| Cite \| Source
Parsimony as the ultimate regularizer for physics-informed machine learning (journal article) Kutz, J. Nathan \| Brunton, Steven L. Nonlinear Dynamics, volume 107, issue 3, pages 1801-1817 (2022). 10.1007/s11071-021-07118-3 Cited by (5) \| Cite \| Source
Data-driven modeling of two-dimensional detonation wave fronts (journal article) Mendible, Ariana \| Lowrie, Weston \| Brunton, Steven L. \| Kutz, J. Nathan Wave Motion, volume 109 (2022). 10.1016/j.wavemoti.2021.102879 Cite \| Source
Dynamic mode decomposition for aero-optic wavefront characterization (journal article) Sahba, Shervin \| Sashidhar, Diya \| Wilcox, Christopher C. \| McDaniel, Austin \| Brunton, Steven L. \| Kutz, J. Nathan Optical Engineering, volume 61, issue 01 (2022). 10.1117/1.OE.61.1.013105 Cited by (1) \| Cite \| Source
Principal component trajectories for modeling spectrally continuous dynamics as forced linear systems (journal article) Dylewsky, Daniel \| Kaiser, Eurika \| Brunton, Steven L. \| Kutz, J. Nathan Physical Review E, volume 105, issue 1 (2022). 10.1103/PhysRevE.105.015312 Cited by (3) \| Cite \| Source
SINDy with Control: A Tutorial (conference) Fasel, Urban \| Kaiser, Eurika \| Kutz, J. Nathan \| Brunton, Bingni W. \| Brunton, Steven L. 2021 60th IEEE Conference on Decision and Control (CDC) (2021) Austin, TX, USA 10.1109/CDC45484.2021.9683120 Cited by (4) \| Cite \| Source
Applying machine learning to study fluid mechanics (journal article) Brunton, Steven L. Acta Mechanica Sinica, volume 37, issue 12, pages 1718-1726 (2021). 10.1007/s10409-021-01143-6 Cited by (12) \| Cite \| Source
Challenges in dynamic mode decomposition (journal article) Wu, Ziyou \| Brunton, Steven L. \| Revzen, Shai Journal of The Royal Society Interface, volume 18, issue 185 (2021). 10.1098/rsif.2021.0686 Cited by (6) \| Cite \| Source
Deep learning of conjugate mappings (journal article) Bramburger, Jason J. \| Brunton, Steven L. \| Nathan Kutz, J. Physica D: Nonlinear Phenomena, volume 427 (2021). 10.1016/j.physd.2021.133008 Cited by (2) \| Cite \| Source
Data-driven stochastic modeling of coarse-grained dynamics with finite-size effects using Langevin regression (journal article) Snyder, Jordan \| Callaham, Jared L. \| Brunton, Steven L. \| Kutz, J. Nathan Physica D: Nonlinear Phenomena, volume 427 (2021). 10.1016/j.physd.2021.133004 Cited by (1) \| Cite \| Source
Phase-based control of periodic flows (journal article) Nair, Aditya G. \| Taira, Kunihiko \| Brunton, Bingni W. \| Brunton, Steven L. Journal of Fluid Mechanics, volume 927 (2021). 10.1017/jfm.2021.735 Cited by (5) \| Cite \| Source
DeepGreen: deep learning of Green’s functions for nonlinear boundary value problems (journal article) Gin, Craig R. \| Shea, Daniel E. \| Brunton, Steven L. \| Kutz, J. Nathan Scientific Reports, volume 11, issue 1 (2021). 10.1038/s41598-021-00773-x Cited by (9) \| Cite \| Source
Structured time-delay models for dynamical systems with connections to Frenet–Serret frame (journal article) Hirsh, Seth M. \| Ichinaga, Sara M. \| Brunton, Steven L. \| Nathan Kutz, J. \| Brunton, Bingni W. Proceedings of the Royal Society A: Mathematical, Physical and Engineering Sciences, volume 477, issue 2254 (2021). 10.1098/rspa.2021.0097 Cited by (4) \| Cite \| Source
Intensity-Mosaic: automatic panorama mosaicking of disordered images with insufficient features (journal article) Gong, Chen \| Brunton, Steven L. \| Schowengerdt, Brian T. \| Seibel, Eric J. Journal of Medical Imaging, volume 8, issue 05 (2021). 10.1117/1.JMI.8.5.054002 Cited by (1) \| Cite \| Source