Steven L. Brunton – författare
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12 produkter
Optimization
A Bootcamp for Machine Learning, Inverse Problems, and Control
Inbunden, 2026
771 kr
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Optimization is a foundational topic in mathematics, underpinning nearly all of our modern industrial and technological world. Assuming only basic knowledge of linear algebra and calculus, this book provides a rapid, yet thorough, overview of applied mathematical optimization for advanced …
Data-Driven Science and Engineering
Machine Learning, Dynamical Systems, and Control
Av Steven L. Brunton, J. Nathan Kutz
Inbunden, 2022
5,0 utav 5 stjärnor. Totalt antal röster: (1)
873 kr
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Data-driven discovery is revolutionizing how we model, predict, and control complex systems. Now with Python and MATLAB®, this textbook trains mathematical scientists and engineers for the next generation of scientific discovery by offering a broad overview of the growing intersection of …
Data-Driven Science and Engineering
Machine Learning, Dynamical Systems, and Control
Av J. Nathan Kutz, Steven L. Brunton
E-bok, 2022
923 kr
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Data-driven discovery is revolutionizing how we model, predict, and control complex systems. Now with Python and MATLAB®, this textbook trains mathematical scientists and engineers for the next generation of scientific discovery by offering a broad overview of the growing intersection of …
Optimization
A Bootcamp for Machine Learning, Inverse Problems, and Control
E-bok, 2026
815 kr
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Data-Driven Science and Engineering
Machine Learning, Dynamical Systems, and Control
Av J. Nathan Kutz, Steven L. Brunton
E-bok, 2019
873 kr
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Data-driven discovery is revolutionizing the modeling, prediction, and control of complex systems. This textbook brings together machine learning, engineering mathematics, and mathematical physics to integrate modeling and control of dynamical systems with modern methods in data science. It …
Data-Driven Science and Engineering
Machine Learning, Dynamical Systems, and Control
Av J. Nathan Kutz, Steven L. Brunton
E-bok, 2019
845 kr
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Data-driven discovery is revolutionizing the modeling, prediction, and control of complex systems. This textbook brings together machine learning, engineering mathematics, and mathematical physics to integrate modeling and control of dynamical systems with modern methods in data science. It …
Data-Driven Fluid Mechanics
Combining First Principles and Machine Learning
Av Miguel A. Mendez, Andrea Ianiro m. fl.
Inbunden, 2023
1074 kr
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Data-driven methods have become an essential part of the methodological portfolio of fluid dynamicists, motivating students and practitioners to gather practical knowledge from a diverse range of disciplines. These fields include computer science, statistics, optimization, signal processing, …
Data-Driven Fluid Mechanics
Combining First Principles and Machine Learning
Av Steven L. Brunton, Bernd R. Noack m. fl.
E-bok, 2023
1037 kr
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Data-driven methods have become an essential part of the methodological portfolio of fluid dynamicists, motivating students and practitioners to gather practical knowledge from a diverse range of disciplines. These fields include computer science, statistics, optimization, signal processing, …
Dynamic Mode Decomposition
Data-Driven Modeling of Complex Systems
Av J. Nathan Kutz, Steven L. Brunton m. fl.
Häftad, 2017
930 kr
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Data-driven dynamical systems is a burgeoning field, connecting how measurements of nonlinear dynamical systems and/or complex systems can be used with well-established methods in dynamical systems theory. This is the first book to address the DMD algorithm and present a pedagogical and …
Machine Learning Control – Taming Nonlinear Dynamics and Turbulence
Av Thomas Duriez, Steven L. Brunton m. fl.
Inbunden, 2016
984 kr
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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 …
Machine Learning Control - Taming Nonlinear Dynamics and Turbulence
Av Bernd R. Noack, Steven L. Brunton m. fl.
E-bok, 2016
1296 kr
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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 …
Machine Learning Control – Taming Nonlinear Dynamics and Turbulence
Av Thomas Duriez, Steven L. Brunton m. fl.
Häftad, 2018
984 kr
Lägg i varukorg
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 …