Higher Order Dynamic Mode Decomposition and Its Applications

高阶动态模式分解及其应用

机械史

售   价:
1312.00
发货周期:预计4-6周发货
出  版 社
出版时间
2020年09月22日
装      帧
平装
ISBN
9780128197431
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页      码
322
开      本
9.00 x 6.00 x 0.67
语      种
英文
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图书简介
Higher Order Dynamic Mode Decomposition and Its Applications provides detailed background theory, as well as several fully explained applications from a range of industrial contexts to help readers understand and use this innovative algorithm. Data-driven modelling of complex systems is a rapidly evolving field, which has applications in domains including engineering, medical, biological, and physical sciences, where it is providing ground-breaking insights into complex systems that exhibit rich multi-scale phenomena in both time and space. Starting with an introductory summary of established order reduction techniques like POD, DEIM, Koopman, and DMD, this book proceeds to provide a detailed explanation of higher order DMD, and to explain its advantages over other methods. Technical details of how the HODMD can be applied to a range of industrial problems will help the reader decide how to use the method in the most appropriate way, along with example MATLAB codes and advice on how to analyse and present results.
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