| Discovering governing equations from data by sparse identification of nonlinear dynamical systems SL Brunton, JL Proctor, JN Kutz Proceedings of the national academy of sciences 113 (15), 3932-3937, 2016 | 4641 | 2016 |
| Data-driven science and engineering: Machine learning, dynamical systems, and control SL Brunton, JN Kutz Cambridge University Press, 2022 | 2935 | 2022 |
| On dynamic mode decomposition: Theory and applications JH Tu, CW Rowley, DM Luchtenberg, SL Brunton SL, JN Kutz Journal of Computational Dynamics 1 (2), 391-421, 2014 | 2263 | 2014 |
| Dynamic mode decomposition: data-driven modeling of complex systems JN Kutz, SL Brunton, BW Brunton, JL Proctor Society for Industrial and Applied Mathematics, 2016 | 1884 | 2016 |
| Data-driven discovery of partial differential equations SH Rudy, SL Brunton, JL Proctor, JN Kutz Science advances 3 (4), e1602614, 2017 | 1629 | 2017 |
| Deep learning for universal linear embeddings of nonlinear dynamics B Lusch, JN Kutz, SL Brunton Nature communications 9 (1), 4950, 2018 | 1400 | 2018 |
| Dynamic mode decomposition with control JL Proctor, SL Brunton, JN Kutz SIAM Journal on Applied Dynamical Systems 15 (1), 142-161, 2016 | 1149 | 2016 |
| Data-driven discovery of coordinates and governing equations K Champion, B Lusch, JN Kutz, SL Brunton Proceedings of the National Academy of Sciences 116 (45), 22445-22451, 2019 | 902 | 2019 |
| Deep learning in fluid dynamics JN Kutz Journal of Fluid Mechanics 814, 1-4, 2017 | 879 | 2017 |
| Sparse identification of nonlinear dynamics for model predictive control in the low-data limit E Kaiser, JN Kutz, SL Brunton Proceedings of the Royal Society A 474 (2219), 20180335, 2018 | 682 | 2018 |
| Koopman invariant subspaces and finite linear representations of nonlinear dynamical systems for control SL Brunton, BW Brunton, JL Proctor, JN Kutz PloS one 11 (2), e0150171, 2016 | 653 | 2016 |
| Chaos as an intermittently forced linear system SL Brunton, BW Brunton, JL Proctor, E Kaiser, JN Kutz Nature communications 8 (1), 19, 2017 | 619 | 2017 |
| Data-driven modeling & scientific computation: methods for complex systems & big data JN Kutz OUP Oxford, 2013 | 558 | 2013 |
| Extracting spatial–temporal coherent patterns in large-scale neural recordings using dynamic mode decomposition BW Brunton, LA Johnson, JG Ojemann, JN Kutz Journal of neuroscience methods 258, 1-15, 2016 | 531 | 2016 |
| Modern Koopman theory for dynamical systems SL Brunton, M Budišić, E Kaiser, JN Kutz arXiv preprint arXiv:2102.12086, 2021 | 518 | 2021 |
| Inferring biological networks by sparse identification of nonlinear dynamics NM Mangan, SL Brunton, JL Proctor, JN Kutz IEEE Transactions on Molecular, Biological, and Multi-Scale Communications 2 …, 2016 | 473 | 2016 |
| Data-driven sparse sensor placement for reconstruction: Demonstrating the benefits of exploiting known patterns K Manohar, BW Brunton, JN Kutz, SL Brunton IEEE Control Systems Magazine 38 (3), 63-86, 2018 | 469 | 2018 |
| Multiresolution dynamic mode decomposition JN Kutz, X Fu, SL Brunton SIAM Journal on Applied Dynamical Systems 15 (2), 713-735, 2016 | 446 | 2016 |
| Data-driven discovery of Koopman eigenfunctions for control E Kaiser, JN Kutz, SL Brunton Machine Learning: Science and Technology 2 (3), 035023, 2021 | 410 | 2021 |
| Generalizing Koopman theory to allow for inputs and control JL Proctor, SL Brunton, JN Kutz SIAM Journal on Applied Dynamical Systems 17 (1), 909-930, 2018 | 407 | 2018 |
Steven L. BruntonProfessor, University of WashingtonVerified email at uw.edu
Joshua L. ProctorPrincipal Research Scientist, Bill and Melinda Gates FoundationVerified email at idmod.org
Bingni W. BruntonProfessor, Richard and Joan Komen University Chair, University of Washington, SeattleVerified email at uw.edu
Eurika KaiserUniversity of WashingtonVerified email at uw.edu
Krithika ManoharUniversity of WashingtonVerified email at uw.edu
N. Benjamin ErichsonResearch ScientistVerified email at lbl.gov
Xing FuAnt GroupVerified email at antgroup.com
Keren BergmanColumbia UniversityVerified email at ee.columbia.edu
Edwin DingAzusa Pacific UniversityVerified email at apu.edu
Bethany LuschArgonne National LabVerified email at anl.gov
Jonathan H. TuPacific Northwest National LaboratoryVerified email at pnnl.gov
Jared BronskiUniversity of IllinoisVerified email at math.uiuc.edu
Steven CundiffPhysics Department, University of Michigan, Ann Arbor, MI 48109Verified email at umich.edu
Pedro Doria MaiaAssistant Professor of Mathematics, UT ArlingtonVerified email at uta.edu
Niall M ManganAssistant Professor of Engineering Sciences and Applied Math, Northwestern UniversityVerified email at northwestern.edu
Feng LiThe Hong Kong Polytechnic UniversityVerified email at polyu.edu.hk
Travis AskhamAssistant Professor, New Jersey Institute of TechnologyVerified email at njit.edu
Jeffrey A RiffellUniversity of WashingtonVerified email at uw.edu