ENGLISH

Data-Driven Science and Engineering: Machine Learning, Dynamical Systems, and Control

Book information

Publisher
Cambridge University Press
Year
2019
ISBN
9781108422093
Language
english
Format
PDF
Filesize
73 MB (76266666 bytes)
Pages
472\495
Time added
2019-09-28 00:05:09

Description

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 highlights many of the recent advances in scientific computing that enable data-driven methods to be applied to a diverse range of complex systems, such as turbulence, the brain, climate, epidemiology, finance, robotics, and autonomy. Aimed at advanced undergraduate and beginning graduate students in the engineering and physical sciences, the text presents a range of topics and methods from introductory to state of the art.

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