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1

Machine Learning for Fluid Mechanics

Brunton, Steven L., Noack, Bernd R., Koumoutsakos, Petros

Journal:

Annual Review of Fluid Mechanics

Year:

2020

Language:

english

File:

PDF, 2.05 MB

english, 2020

2

Dynamic Mode Decomposition (Data-Driven Modeling of Complex Systems) || Chapter 6: DMD with Control

Kutz, J. Nathan, Brunton, Steven L., Brunton, Bingni W., Proctor, Joshua L.

Year:

2016

Language:

english

File:

PDF, 1.55 MB

english, 2016

3

Dynamic Mode Decomposition (Data-Driven Modeling of Complex Systems) || Chapter 3: Koopman Analysis

Kutz, J. Nathan, Brunton, Steven L., Brunton, Bingni W., Proctor, Joshua L.

Year:

2016

Language:

english

File:

PDF, 811 KB

english, 2016

4

Dynamic Mode Decomposition (Data-Driven Modeling of Complex Systems) || Chapter 13: Financial Trading

Kutz, J. Nathan, Brunton, Steven L., Brunton, Bingni W., Proctor, Joshua L.

Year:

2016

Language:

english

File:

PDF, 2.08 MB

english, 2016

5

Dynamic Mode Decomposition (Data-Driven Modeling of Complex Systems) || Chapter 2: Fluid Dynamics

Kutz, J. Nathan, Brunton, Steven L., Brunton, Bingni W., Proctor, Joshua L.

Year:

2016

Language:

english

File:

PDF, 3.58 MB

english, 2016

6

Dynamic Mode Decomposition (Data-Driven Modeling of Complex Systems) || Chapter 1: Dynamic Mode Decomposition: An Introduction

Kutz, J. Nathan, Brunton, Steven L., Brunton, Bingni W., Proctor, Joshua L.

Year:

2016

Language:

english

File:

PDF, 1.81 MB

english, 2016

7

Dynamic Mode Decomposition (Data-Driven Modeling of Complex Systems) || Chapter 7: Delay Coordinates, ERA, and Hidden Markov Models

Kutz, J. Nathan, Brunton, Steven L., Brunton, Bingni W., Proctor, Joshua L.

Year:

2016

Language:

english

File:

PDF, 294 KB

english, 2016

8

Dynamic Mode Decomposition (Data-Driven Modeling of Complex Systems) || Chapter 4: Video Processing

Kutz, J. Nathan, Brunton, Steven L., Brunton, Bingni W., Proctor, Joshua L.

Year:

2016

Language:

english

File:

PDF, 3.46 MB

english, 2016

9

Dynamic Mode Decomposition (Data-Driven Modeling of Complex Systems) || Front Matter

Kutz, J. Nathan, Brunton, Steven L., Brunton, Bingni W., Proctor, Joshua L.

Year:

2016

Language:

english

File:

PDF, 175 KB

english, 2016

10

Dynamic Mode Decomposition (Data-Driven Modeling of Complex Systems) || Back Matter

Kutz, J. Nathan, Brunton, Steven L., Brunton, Bingni W., Proctor, Joshua L.

Year:

2016

Language:

english

File:

PDF, 2.46 MB

english, 2016

11

Dynamic Mode Decomposition (Data-Driven Modeling of Complex Systems) || Chapter 9: Sparsity and DMD

Kutz, J. Nathan, Brunton, Steven L., Brunton, Bingni W., Proctor, Joshua L.

Year:

2016

Language:

english

File:

PDF, 4.39 MB

english, 2016

12

Dynamic Mode Decomposition (Data-Driven Modeling of Complex Systems) || Chapter 5: Multiresolution Dynamic Mode Decomposition

Kutz, J. Nathan, Brunton, Steven L., Brunton, Bingni W., Proctor, Joshua L.

Year:

2016

Language:

english

File:

PDF, 884 KB

english, 2016

13

Dynamic Mode Decomposition (Data-Driven Modeling of Complex Systems) || Chapter 8: Noise and Power

Kutz, J. Nathan, Brunton, Steven L., Brunton, Bingni W., Proctor, Joshua L.

Year:

2016

Language:

english

File:

PDF, 341 KB

english, 2016

14

Dynamic Mode Decomposition (Data-Driven Modeling of Complex Systems) || Chapter 10: DMD on Nonlinear Observables

Kutz, J. Nathan, Brunton, Steven L., Brunton, Bingni W., Proctor, Joshua L.

Year:

2016

Language:

english

File:

PDF, 498 KB

english, 2016

15

Dynamic Mode Decomposition (Data-Driven Modeling of Complex Systems) || Chapter 12: Neuroscience

Kutz, J. Nathan, Brunton, Steven L., Brunton, Bingni W., Proctor, Joshua L.

Year:

2016

Language:

english

File:

PDF, 1.15 MB

english, 2016

16

Dynamic Mode Decomposition (Data-Driven Modeling of Complex Systems) || Chapter 11: Epidemiology

Kutz, J. Nathan, Brunton, Steven L., Brunton, Bingni W., Proctor, Joshua L.

Year:

2016

Language:

english

File:

PDF, 970 KB

english, 2016

17

[Fluid Mechanics and Its Applications] Machine Learning Control – Taming Nonlinear Dynamics and Turbulence Volume 116 ||

Duriez, Thomas, Brunton, Steven L., Noack, Bernd R.

Year:

2017

Language:

english

File:

PDF, 9.03 MB

english, 2017

18

Discovering governing equations from data by sparse identification of nonlinear dynamical systems

Brunton, Steven L., Proctor, Joshua L., Kutz, J. Nathan

Journal:

Proceedings of the National Academy of Sciences

Year:

2016

Language:

english

File:

PDF, 1.30 MB

english, 2016

19

Closed-Loop Turbulence Control: Progress and Challenges

Brunton, Steven L., Noack, Bernd R.

Journal:

Applied Mechanics Reviews

Year:

2015

Language:

english

File:

PDF, 13.13 MB

english, 2015

20

Multiresolution Dynamic Mode Decomposition

Kutz, J. Nathan, Fu, Xing, Brunton, Steven L.

Journal:

SIAM Journal on Applied Dynamical Systems

Year:

2016

Language:

english

File:

PDF, 1.59 MB

english, 2016

21

Modal Analysis of Fluid Flows: An Overview

Taira, Kunihiko, Brunton, Steven L., Dawson, Scott T. M., Rowley, Clarence W., Colonius, Tim, McKeon, Beverley J., Schmidt, Oliver T., Gordeyev, Stanislav, Theofilis, Vassilios, Ukeiley, Lawrence S.

Journal:

Year:

2017

Language:

english

File:

PDF, 3.60 MB

english, 2017

22

Modal Analysis of Fluid Flows: Applications and Outlook

Taira, Kunihiko, Hemati, Maziar S., Brunton, Steven L., Sun, Yiyang, Duraisamy, Karthik, Bagheri, Shervin, Dawson, Scott T. M., Yeh, Chi-An

Journal:

Year:

2019

Language:

english

File:

PDF, 5.97 MB

english, 2019

23

SINDy-PI: a robust algorithm for parallel implicit sparse identification of nonlinear dynamics

Kaheman, Kadierdan, Kutz, J. Nathan, Brunton, Steven L.

Journal:

Proceedings Mathematical Physical & Engineering Sciences

Year:

2020

File:

PDF, 2.91 MB

2020

24

Maximum Power Point Tracking for Photovoltaic Optimization Using Ripple-Based Extremum Seeking Control

Brunton, Steven L., Rowley, Clarence W., Kulkarni, Sanjeev R., Clarkson, Charles

Journal:

IEEE Transactions on Power Electronics

Year:

2010

Language:

english

File:

PDF, 1000 KB

english, 2010

25

Data-driven discovery of coordinates and governing equations

Champion, Kathleen, Lusch, Bethany, Kutz, J. Nathan, Brunton, Steven L.

Journal:

Proceedings of the National Academy of Sciences

Year:

2019

Language:

english

File:

PDF, 1.42 MB

english, 2019

26

Generalizing Koopman Theory to Allow for Inputs and Control

Proctor, Joshua L., Brunton, Steven L., Kutz, J. Nathan

Journal:

SIAM Journal on Applied Dynamical Systems

Year:

2018

Language:

english

File:

PDF, 828 KB

english, 2018

27

Correction: Modal Analysis of Fluid Flows: An Overview

Taira, Kunihiko, Brunton, Steven L., Dawson, Scott T. M., Rowley, Clarence W., Colonius, Tim, McKeon, Beverley J., Schmidt, Oliver T., Gordeyev, Stanislav, Theofilis, Vassilios, Ukeiley, Lawrence S.

Journal:

Year:

2018

Language:

english

File:

PDF, 84 KB

english, 2018

28

Sparse Principal Component Analysis via Variable Projection

Erichson, N. Benjamin, Zheng, Peng, Manohar, Krithika, Brunton, Steven L., Kutz, J. Nathan, Aravkin, Aleksandr Y.

Journal:

SIAM Journal on Applied Mathematics

Year:

2020

File:

PDF, 3.37 MB

2020

29

State-space model identification and feedback control of unsteady aerodynamic forces

Brunton, Steven L., Dawson, Scott T.M., Rowley, Clarence W.

Journal:

Journal of Fluids and Structures

Year:

2014

Language:

english

File:

PDF, 1.56 MB

english, 2014

30

Data-driven discovery of partial differential equations

Rudy, Samuel H., Brunton, Steven L., Proctor, Joshua L., Kutz, J. Nathan

Journal:

Science Advances

Year:

2017

Language:

english

File:

PDF, 870 KB

english, 2017

31

Sparse reduced-order modelling: sensor-based dynamics to full-state estimation

Loiseau, Jean-Christophe, Noack, Bernd R., Brunton, Steven L.

Journal:

Journal of Fluid Mechanics

Year:

2018

Language:

english

File:

PDF, 10.11 MB

english, 2018

32

Data-Driven Sparse Sensor Placement for Reconstruction: Demonstrating the Benefits of Exploiting Known Patterns

Manohar, Krithika, Brunton, Bingni W., Kutz, J. Nathan, Brunton, Steven L.

Journal:

IEEE Control Systems

Year:

2018

Language:

english

File:

PDF, 9.09 MB

english, 2018

33

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, Kestler, Hans A

Journal:

Year:

2016

Language:

english

File:

PDF, 1.15 MB

english, 2016

34

Cluster-based feedback control of turbulent post-stall separated flows

Nair, Aditya G., Yeh, Chi-An, Kaiser, Eurika, Noack, Bernd R., Brunton, Steven L., Taira, Kunihiko

Journal:

Journal of Fluid Mechanics

Year:

2019

Language:

english

File:

PDF, 1.42 MB

english, 2019

35

Dynamic Mode Decomposition for Compressive System Identification

Bai, Zhe, Kaiser, Eurika, Proctor, Joshua L., Kutz, J. Nathan, Brunton, Steven L.

Journal:

Year:

2019

Language:

english

File:

PDF, 1.79 MB

english, 2019

36

Constrained sparse Galerkin regression

Loiseau, Jean-Christophe, Brunton, Steven L.

Journal:

Journal of Fluid Mechanics

Year:

2018

Language:

english

File:

PDF, 826 KB

english, 2018

37

Deep learning for universal linear embeddings of nonlinear dynamics

Lusch, Bethany, Kutz, J. Nathan, Brunton, Steven L.

Journal:

Nature Communications

Year:

2018

Language:

english

File:

PDF, 1.55 MB

english, 2018

38

Machine Learning for Fluid Mechanics

Brunton, Steven L., Noack, Bernd R., Koumoutsakos, Petros

Journal:

Annual Review of Fluid Mechanics

Year:

2020

File:

PDF, 2.05 MB

2020

39

Time-Delay Observables for Koopman: Theory and Applications

Kamb, Mason, Kaiser, Eurika, Brunton, Steven L., Kutz, J. Nathan

Journal:

SIAM Journal on Applied Dynamical Systems

Year:

2020

File:

PDF, 1.17 MB

2020

40

Discovery of Physics From Data: Universal Laws and Discrepancies

de Silva, Brian M., Higdon, David M., Brunton, Steven L., Kutz, J. Nathan

Journal:

Frontiers in Artificial Intelligence

Year:

2020

File:

PDF, 1.19 MB

2020

41

Special issue on machine learning and data-driven methods in fluid dynamics

Brunton, Steven L., Hemati, Maziar S., Taira, Kunihiko

Journal:

Theoretical and Computational Fluid Dynamics

Year:

2020

File:

PDF, 201 KB

2020

42

Fast computation of finite-time Lyapunov exponent fields for unsteady flows

Brunton, Steven L., Rowley, Clarence W.

Journal:

Chaos An Interdisciplinary Journal of Nonlinear Science

Year:

2010

Language:

english

File:

PDF, 2.46 MB

english, 2010

43

[American Institute of Aeronautics and Astronautics 47th AIAA Aerospace Sciences Meeting including The New Horizons Forum and Aerospace Exposition - Orlando, Florida ()] 47th AIAA Aerospace Sciences Meeting including The New Horizons Forum and Aerospace Exposition - Modeling the Unsteady Aerodynamic Forces on Small-Scale Wings

Brunton, Steven, Rowley, Clarence

Year:

2009

Language:

english

File:

PDF, 3.30 MB

english, 2009

44

[American Institute of Aeronautics and Astronautics 46th AIAA Aerospace Sciences Meeting and Exhibit - Reno, Nevada ()] 46th AIAA Aerospace Sciences Meeting and Exhibit - Unsteady Aerodynamic Forces on Small-Scale Wings: Experiments, Simulations, and Models

Brunton, Steven, Rowley, Clarence, Taira, Kunihiko, Colonius, Tim, Collins, Jesse, Williams, David

Year:

2008

Language:

english

File:

PDF, 1.58 MB

english, 2008

45

Extremum-Seeking Control of a Mode-Locked Laser

Brunton, Steven L., Fu, Xing, Kutz, J. Nathan

Journal:

IEEE Journal of Quantum Electronics

Year:

2013

Language:

english

File:

PDF, 1.79 MB

english, 2013

46

Sidelobe Canceling for Reconfigurable Holographic Metamaterial Antenna

Johnson, Mikala C., Brunton, Steven L., Kundtz, Nathan B., Kutz, J. Nathan

Journal:

IEEE Transactions on Antennas and Propagation

Year:

2015

Language:

english

File:

PDF, 7.36 MB

english, 2015

47

[OSA Nonlinear Photonics - Barcelona (2014..-..)] Advanced Photonics - Self-tuning fiber lasers: machine learning applied to optical systems

Kutz, J. N., Fu, Xing, Brunton, Steven

Year:

2014

Language:

english

File:

PDF, 674 KB

english, 2014

48

Nonlinear model reduction for dynamical systems using sparse sensor locations from learned libraries

Sargsyan, Syuzanna, Brunton, Steven L., Kutz, J. Nathan

Journal:

Physical Review E

Year:

2015

Language:

english

File:

PDF, 1.91 MB

english, 2015

49

Compressive Sensing and Low-Rank Libraries for Classification of Bifurcation Regimes in Nonlinear Dynamical Systems

Brunton, Steven L., Tu, Jonathan H., Bright, Ido, Kutz, J. Nathan

Journal:

SIAM Journal on Applied Dynamical Systems

Year:

2014

Language:

english

File:

PDF, 1.48 MB

english, 2014

50

[Fluid Mechanics and Its Applications] Machine Learning Control – Taming Nonlinear Dynamics and Turbulence Volume 116 || Benchmarking MLC Against Linear Control

Duriez, Thomas, Brunton, Steven L., Noack, Bernd R.

Year:

2017

Language:

english

File:

PDF, 3.28 MB

english, 2017