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Books > Science & Mathematics > Physics > Classical mechanics > Fluid mechanics
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Dynamic Mode Decomposition - Data-Driven Modeling of Complex Systems (Paperback)
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Dynamic Mode Decomposition - Data-Driven Modeling of Complex Systems (Paperback)
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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 comprehensive approach to all aspects of
DMD currently developed or under development. By blending
theoretical development, example codes, and applications, the
theory and its many innovations and uses are showcased. The
efficacy of the DMD algorithm is shown through the inclusion of
example problems from engineering, physical sciences, and
biological sciences, and the authors provide extensive MATLAB (R)
code, data for intuitive examples of key methods, and graphical
presentations. This book can therefore be used in courses that
integrate data analysis with dynamical systems, and will be a
useful resource for engineers and applied mathematicians.
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