System And Data Driven Methods And Algorithms
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System- and Data-Driven Methods and Algorithms
Author: Peter Benner
language: en
Publisher: Walter de Gruyter GmbH & Co KG
Release Date: 2021-11-08
An increasing complexity of models used to predict real-world systems leads to the need for algorithms to replace complex models with far simpler ones, while preserving the accuracy of the predictions. This two-volume handbook covers methods as well as applications. This first volume focuses on real-time control theory, data assimilation, real-time visualization, high-dimensional state spaces and interaction of different reduction techniques.
System- and Data-Driven Methods and Algorithms
Author: Peter Benner
language: en
Publisher: Walter de Gruyter GmbH & Co KG
Release Date: 2021-11-08
An increasing complexity of models used to predict real-world systems leads to the need for algorithms to replace complex models with far simpler ones, while preserving the accuracy of the predictions. This two-volume handbook covers methods as well as applications. This first volume focuses on real-time control theory, data assimilation, real-time visualization, high-dimensional state spaces and interaction of different reduction techniques.
Data-Driven Science and Engineering
Author: Steven L. Brunton
language: en
Publisher: Cambridge University Press
Release Date: 2022-05-05
A textbook covering data-science and machine learning methods for modelling and control in engineering and science, with Python and MATLAB®.