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Data-Driven Fluid Mechanics: Combining First Principles and Machine Learning
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Data-Driven Fluid Mechanics: Combining First Principles and Machine Learning Hardback - 2023

by Miguel A. Mendez (Editor); Andrea Ianiro (Editor); Bernd R. Noack (Editor)

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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, pattern recognition, nonlinear dynamics, and control. Fluid mechanics is historically a big data field and offers a fertile ground for developing and applying data-driven methods, while also providing valuable shortcuts, constraints, and interpretations based on its powerful connections to basic physics. Thus, hybrid approaches that leverage both methods based on data as well as fundamental principles are the focus of active and exciting research. Originating from a one-week lecture series course by the von Karman Institute for Fluid Dynamics, this book presents an overview and a pedagogical treatment of some of the data-driven and machine learning tools that are leading research advancements in model-order reduction, system identification, flow control, and data-driven turbulence closures.

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  • Title Data-Driven Fluid Mechanics: Combining First Principles and Machine Learning
  • Author Miguel A. Mendez (Editor); Andrea Ianiro (Editor); Bernd R. Noack (Editor)
  • Binding Hardback
  • Pages 468
  • Volumes 1
  • Language ENG
  • Publisher Cambridge University Press
  • Publication date 2023-02-02
  • ISBN 9781108842143 / 1108842143
  • Weight 2.25 lbs (1.02 kg)
  • Dimensions 9.29 x 6.3 x 0.39 in (23.60 x 16.00 x 0.99 cm)
  • Category Science

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Data-Driven Fluid Mechanics: Combining First Principles and Machine Learning
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Data-Driven Fluid Mechanics: Combining First Principles and Machine Learning

by Miguel A. Mendez

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Data-Driven Fluid Mechanics: Combining First Principles and Machine Learning

Data-Driven Fluid Mechanics: Combining First Principles and Machine Learning

by Miguel A. Mendez

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Hardback. New. Big data and machine learning are driving profound technological progress across nearly every industry, and are rapidly shaping fluid mechanics research. This is a self-contained and pedagogical treatment of the data-driven tools that are leading research in model-order reduction, system identification, flow control, and turbulence closures.
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Data-Driven Fluid Mechanics

Data-Driven Fluid Mechanics

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Hardcover. New. New Book; Fast Shipping from UK; Not signed; Not First Edition; Big data and machine learning are driving profound technological progress across nearly every industry, and are rapidly shaping fluid mechanics research. This is a self-contained and pedagogical treatment of the data-driven tools that a
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Data-Driven Fluid Mechanics: Combining First Principles and Machine Learning

Data-Driven Fluid Mechanics: Combining First Principles and Machine Learning

by Miguel A. Mendez

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9781108842143 / 1108842143
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Hardback. New. Big data and machine learning are driving profound technological progress across nearly every industry, and are rapidly shaping fluid mechanics research. This is a self-contained and pedagogical treatment of the data-driven tools that are leading research in model-order reduction, system identification, flow control, and turbulence closures.
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Data-Driven Fluid Mechanics: Combining First Principles and Machine Learning
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Data-Driven Fluid Mechanics: Combining First Principles and Machine Learning

by Mendez, Miguel A. (Editor) / Ianiro, Andrea (Editor) / Noack, Bernd R. (Editor) / Brunton, Steven L. (Editor)

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Cambridge University Press, 2023. Hardcover. New. 468 pages. 10.00x7.25x1.00 inches.
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Data-Driven Fluid Mechanics: Combining First Principles and Machine Learning
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Data-Driven Fluid Mechanics: Combining First Principles and Machine Learning

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Data-Driven Fluid Mechanics: Combining First Principles and Machine Learning
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Data-Driven Fluid Mechanics: Combining First Principles and Machine Learning

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DATA DRIVEN FLUID MECHANICS COMBINING FIRST PRINCIPLES AND MACHINE LEARNING (HB 2023)
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DATA DRIVEN FLUID MECHANICS COMBINING FIRST PRINCIPLES AND MACHINE LEARNING (HB 2023)

by MENDEZ M.A.

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USA Edition . New. Brand New! Fast Delivery US Edition and ship within 24-48 hours. Deliver by FedEx and Dhl, & Aramex, UPS, & USPS and we do accept APO and PO BOX Addresses. Order can be delivered worldwide within 6-10 days and we do have flat rate for up to 2LB. Extra shipping charges will be requested if the Book weight is more than 5 LB. This Item May be shipped from India, United states & United Kingdom. Depending on your location and availability.
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Data-Driven Fluid Mechanics: Combining First Principles and Machine Learning
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Data-Driven Fluid Mechanics: Combining First Principles and Machine Learning

by Miguel A. Mendez

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