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Titlebook: Data Assimilation: Mathematical Concepts and Instructive Examples; Rodolfo Guzzi Book 2016 The Author(s) 2016 3DDA.4DDA.Biology and Data A

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发表于 2025-3-21 16:18:51 | 显示全部楼层 |阅读模式
书目名称Data Assimilation: Mathematical Concepts and Instructive Examples
编辑Rodolfo Guzzi
视频video
概述Includes supplementary material:
丛书名称SpringerBriefs in Earth Sciences
图书封面Titlebook: Data Assimilation: Mathematical Concepts and Instructive Examples;  Rodolfo Guzzi Book 2016 The Author(s) 2016 3DDA.4DDA.Biology and Data A
描述.This book endeavours to give a concise contribution to understanding the data assimilation and related methodologies. The mathematical concepts and related algorithms are fully presented, especially for those facing this theme for the first time.  .The first chapter gives a wide overview of the data assimilation steps starting from Gauss‘ first methods to the most recent as those developed under the Monte Carlo methods.  The second chapter treats the representation of the physical  system as an ontological basis of the problem. The third chapter deals with the classical Kalman filter, while the fourth chapter deals with the advanced methods based on  recursive Bayesian Estimation. A special chapter, the fifth, deals with the possible applications, from the first Lorenz model, passing trough the biology and medicine up to planetary assimilation, mainly on Mars. .This book serves both teachers and college students, and other interested parties providing the algorithms andformulas to manage the data assimilation everywhere a dynamic system is present..
出版日期Book 2016
关键词3DDA; 4DDA; Biology and Data Assimilation; Cost Function and Data Assimilation; Data Assimilation and Ap
版次1
doihttps://doi.org/10.1007/978-3-319-22410-7
isbn_softcover978-3-319-22409-1
isbn_ebook978-3-319-22410-7Series ISSN 2191-5369 Series E-ISSN 2191-5377
issn_series 2191-5369
copyrightThe Author(s) 2016
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Applications, examples, with the forecasting processes based on data assimilation methods. They are applied in different fields: the atmospheric study by the classical Lorenz model, the biology of cells by a model of tumor growth, the planetary general circulation by an application on Mars and the earthquake forecasts by renewal processes models.
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Stability of Radiopharmaceuticalsnt evolutions are outlined to give a complete overview of this algorithm. The Extended Kalman Filter, the Sigma Point Kalman Filter and the Unscented Kalman Filter are also reported. The more recent and advanced filters as the Ensemble Kalman Filters will be reported in the next chapter.
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https://doi.org/10.1007/978-981-19-6207-3 examples, with the forecasting processes based on data assimilation methods. They are applied in different fields: the atmospheric study by the classical Lorenz model, the biology of cells by a model of tumor growth, the planetary general circulation by an application on Mars and the earthquake for
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