machine learning control taming nonlinear dynamics and turbulence

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Machine Learning Control Taming Nonlinear Dynamics And Turbulence

Author : Thomas Duriez
ISBN : 9783319406244
Genre : Technology & Engineering
File Size : 24. 5 MB
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This is the first textbook on a generally applicable control strategy for turbulence and other complex nonlinear systems. The approach of the book employs powerful methods of machine learning for optimal nonlinear control laws. This machine learning control (MLC) is motivated and detailed in Chapters 1 and 2. In Chapter 3, methods of linear control theory are reviewed. In Chapter 4, MLC is shown to reproduce known optimal control laws for linear dynamics (LQR, LQG). In Chapter 5, MLC detects and exploits a strongly nonlinear actuation mechanism of a low-dimensional dynamical system when linear control methods are shown to fail. Experimental control demonstrations from a laminar shear-layer to turbulent boundary-layers are reviewed in Chapter 6, followed by general good practices for experiments in Chapter 7. The book concludes with an outlook on the vast future applications of MLC in Chapter 8. Matlab codes are provided for easy reproducibility of the presented results. The book includes interviews with leading researchers in turbulence control (S. Bagheri, B. Batten, M. Glauser, D. Williams) and machine learning (M. Schoenauer) for a broader perspective. All chapters have exercises and supplemental videos will be available through YouTube.

Machine Learning Control U2013 Taming Nonlinear Dynamics And Turbulence

Author : Thomas Duriez
ISBN : OCLC:1066418791
Genre : Artificial intelligence
File Size : 43. 78 MB
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This is the first book on a generally applicable control strategy for turbulence and other complex nonlinear systems. The approach of the book employs powerful methods of machine learning for optimal nonlinear control laws. This machine learning control (MLC) is motivated and detailed in Chapters 1 and 2. In Chapter 3, methods of linear control theory are reviewed. In Chapter 4, MLC is shown to reproduce known optimal control laws for linear dynamics (LQR, LQG). In Chapter 5, MLC detects and exploits a strongly nonlinear actuation mechanism of a low-dimensional dynamical system when linear control methods are shown to fail. Experimental control demonstrations from a laminar shear-layer to turbulent boundary-layers are reviewed in Chapter 6, followed by general good practices for experiments in Chapter 7. The book concludes with an outlook on the vast future applications of MLC in Chapter 8. Matlab codes are provided for easy reproducibility of the presented results. The book includes interviews with leading researchers in turbulence control (S. Bagheri, B. Batten, M. Glauser, D. Williams) and machine learning (M. Schoenauer) for a broader perspective. All chapters have exercises and supplemental videos will be available through YouTube. .

Big Data Analytics

Author : P. Krishna Reddy
ISBN : 9783319724133
Genre : Computers
File Size : 74. 70 MB
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This book constitutes the refereed conference proceedings of the 5th International Conference on Big Data Analytics, BDA 2017, held in Hyderabad, India, in December 2017. The 21 revised full papers were carefully reviewed and selected from 80 submissions and cover topics on big data analytics, information and knowledge management, mining of massive datasets, computational modeling, data mining and analysis.

Data Driven Science And Engineering

Author : Steven L. Brunton
ISBN : 9781108422093
Genre : Computers
File Size : 81. 50 MB
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This beginning graduate textbook teaches data science and machine learning methods for modeling, prediction, and control of complex systems.

Artificial Intelligence Xxxv

Author : Max Bramer
ISBN : 9783030041915
Genre : Computers
File Size : 81. 16 MB
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This book constitutes the proceedings of the 38th SGAI International Conference on Innovative Techniques and Applications of Artificial Intelligence, AI 2018, held in Cambridge, UK, in December 2018. The 25 full papers and 12 short papers presented in this volume were carefully reviewed and selected from 46 submissions. There are technical and application papers which were organized in topical sections named: Neural Networks; Planning and Scheduling; Machine Learning; Industrial Applications of Artificial Intelligence; Planning and Scheduling in Action; Machine Learning in Action; Applications of Machine Learning; and Applications of Agent Systems and Genetic Algorithms.

11th Chaotic Modeling And Simulation International Conference

Author : Christos H. Skiadas
ISBN : 9783030152970
Genre :
File Size : 59. 67 MB
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International Aerospace Abstracts

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ISBN : STANFORD:36105021106716
Genre : Aeronautics
File Size : 71. 65 MB
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Scientific And Technical Aerospace Reports

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ISBN : UIUC:30112067190022
Genre : Aeronautics
File Size : 76. 46 MB
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Lists citations with abstracts for aerospace related reports obtained from world wide sources and announces documents that have recently been entered into the NASA Scientific and Technical Information Database.

Mathematical Reviews

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ISBN : UVA:X006180726
Genre : Mathematics
File Size : 74. 21 MB
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Government Reports Announcements Index

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ISBN : MINN:30000010388191
Genre : Science
File Size : 73. 67 MB
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