Data Assimilation: Mathematical Concepts and Instructive Examples (SpringerBriefs in Earth Sciences)
暫譯: 數據同化:數學概念與教學範例 (SpringerBriefs in Earth Sciences)
Rodolfo Guzzi
- 出版商: Springer
- 出版日期: 2015-09-25
- 售價: $2,810
- 貴賓價: 9.5 折 $2,670
- 語言: 英文
- 頁數: 144
- 裝訂: Paperback
- ISBN: 3319224093
- ISBN-13: 9783319224091
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商品描述
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 and formulas to manage the data assimilation everywhere a dynamic system is present.
商品描述(中文翻譯)
本書旨在對數據同化及相關方法進行簡明的貢獻。數學概念及相關算法得到了充分的呈現,特別是對於首次接觸此主題的讀者。
第一章對數據同化的步驟進行了廣泛的概述,從高斯的第一種方法開始,到最近在蒙地卡羅方法下發展的技術。第二章探討了物理系統的表徵,作為問題的本體論基礎。第三章處理經典的卡爾曼濾波器,而第四章則探討基於遞歸貝葉斯估計的先進方法。第五章是一個特別的章節,討論了可能的應用,從第一個洛倫茲模型開始,經過生物學和醫學,直到行星同化,主要集中在火星上。
本書適合教師、大學生及其他感興趣的讀者,提供了在動態系統存在的地方管理數據同化所需的算法和公式。