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1

Machine Learning for Fluid Mechanics

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

Journal:

Annual Review of Fluid Mechanics

Année:

2020

Langue:

english

Fichier:

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.

Année:

2016

Langue:

english

Fichier:

PDF, 1.55 MB

english, 2016

3

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.

Année:

2016

Langue:

english

Fichier:

PDF, 3.58 MB

english, 2016

4

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.

Année:

2016

Langue:

english

Fichier:

PDF, 811 KB

english, 2016

5

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.

Année:

2016

Langue:

english

Fichier:

PDF, 2.08 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.

Année:

2016

Langue:

english

Fichier:

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.

Année:

2016

Langue:

english

Fichier:

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.

Année:

2016

Langue:

english

Fichier:

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.

Année:

2016

Langue:

english

Fichier:

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.

Année:

2016

Langue:

english

Fichier:

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.

Année:

2016

Langue:

english

Fichier:

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.

Année:

2016

Langue:

english

Fichier:

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.

Année:

2016

Langue:

english

Fichier:

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.

Année:

2016

Langue:

english

Fichier:

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.

Année:

2016

Langue:

english

Fichier:

PDF, 1.15 MB

english, 2016

16

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

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

Année:

2017

Langue:

english

Fichier:

PDF, 9.03 MB

english, 2017

17

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

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

Année:

2016

Langue:

english

Fichier:

PDF, 970 KB

english, 2016

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

Année:

2016

Langue:

english

Fichier:

PDF, 1.30 MB

english, 2016

19

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

Année:

2010

Langue:

english

Fichier:

PDF, 1000 KB

english, 2010

20

Closed-Loop Turbulence Control: Progress and Challenges

Brunton, Steven L., Noack, Bernd R.

Journal:

Applied Mechanics Reviews

Année:

2015

Langue:

english

Fichier:

PDF, 13.13 MB

english, 2015

21

Multiresolution Dynamic Mode Decomposition

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

Journal:

SIAM Journal on Applied Dynamical Systems

Année:

2016

Langue:

english

Fichier:

PDF, 1.59 MB

english, 2016

22

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:

Année:

2017

Langue:

english

Fichier:

PDF, 3.60 MB

english, 2017

23

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:

Année:

2019

Langue:

english

Fichier:

PDF, 5.97 MB

english, 2019

24

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

Année:

2020

Fichier:

PDF, 2.91 MB

2020

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

Année:

2019

Langue:

english

Fichier:

PDF, 1.42 MB

english, 2019

26

Data-driven discovery of partial differential equations

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

Journal:

Science Advances

Année:

2017

Langue:

english

Fichier:

PDF, 870 KB

english, 2017

27

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

Année:

2018

Langue:

english

Fichier:

PDF, 828 KB

english, 2018

28

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

Année:

2018

Langue:

english

Fichier:

PDF, 9.09 MB

english, 2018

29

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:

Année:

2018

Langue:

english

Fichier:

PDF, 84 KB

english, 2018

30

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

Année:

2020

Fichier:

PDF, 3.37 MB

2020

31

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

Année:

2014

Langue:

english

Fichier:

PDF, 1.56 MB

english, 2014

32

Constrained sparse Galerkin regression

Loiseau, Jean-Christophe, Brunton, Steven L.

Journal:

Journal of Fluid Mechanics

Année:

2018

Langue:

english

Fichier:

PDF, 826 KB

english, 2018

33

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

Année:

2018

Langue:

english

Fichier:

PDF, 10.11 MB

english, 2018

34

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:

Année:

2016

Langue:

english

Fichier:

PDF, 1.15 MB

english, 2016

35

Deep learning for universal linear embeddings of nonlinear dynamics

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

Journal:

Nature Communications

Année:

2018

Langue:

english

Fichier:

PDF, 1.55 MB

english, 2018

36

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

Année:

2019

Langue:

english

Fichier:

PDF, 1.42 MB

english, 2019

37

Dynamic Mode Decomposition for Compressive System Identification

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

Journal:

Année:

2019

Langue:

english

Fichier:

PDF, 1.79 MB

english, 2019

38

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

Année:

2020

Fichier:

PDF, 1.19 MB

2020

39

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

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

Année:

2014

Langue:

english

Fichier:

PDF, 674 KB

english, 2014

40

[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.

Année:

2017

Langue:

english

Fichier:

PDF, 3.28 MB

english, 2017

41

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

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

Année:

2017

Langue:

english

Fichier:

PDF, 255 KB

english, 2017

42

[Fluid Mechanics and Its Applications] Machine Learning Control – Taming Nonlinear Dynamics and Turbulence Volume 116 || Taming Real World Flow Control Experiments with MLC

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

Année:

2017

Langue:

english

Fichier:

PDF, 1.22 MB

english, 2017

43

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

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

Année:

2017

Langue:

english

Fichier:

PDF, 355 KB

english, 2017

44

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

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

Année:

2017

Langue:

english

Fichier:

PDF, 1.10 MB

english, 2017

45

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

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

Année:

2017

Langue:

english

Fichier:

PDF, 1.86 MB

english, 2017

46

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

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

Année:

2017

Langue:

english

Fichier:

PDF, 187 KB

english, 2017

47

Machine Learning for Fluid Mechanics

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

Journal:

Annual Review of Fluid Mechanics

Année:

2020

Fichier:

PDF, 2.05 MB

2020

48

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

Année:

2020

Fichier:

PDF, 1.17 MB

2020

49

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

Année:

2020

Fichier:

PDF, 201 KB

2020

50

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

Année:

2010

Langue:

english

Fichier:

PDF, 2.46 MB

english, 2010