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About this product
- DescriptionDynamic data assimilation is the assessment, combination and synthesis of observational data, scientific laws and mathematical models to determine the state of a complex physical system, for instance as a preliminary step in making predictions about the system's behaviour. The topic has assumed increasing importance in fields such as numerical weather prediction where conscientious efforts are being made to extend the term of reliable weather forecasts beyond the few days that are presently feasible. This book is designed to be a basic one-stop reference for graduate students and researchers. It is based on graduate courses taught over a decade to mathematicians, scientists, and engineers, and its modular structure accommodates the various audience requirements. Thus Part I is a broad introduction to the history, development and philosophy of data assimilation, illustrated by examples; Part II considers the classical, static approaches, both linear and nlinear; and Part III describes computational techniques. Parts IV to VII are concerned with how statistical and dynamic ideas can be incorporated into the classical framework. Key themes covered here include estimation theory, stochastic and dynamic models, and sequential filtering. The final part addresses the predictability of dynamical systems. Chapters end with a section that provides pointers to the literature, and a set of exercises with instructive hints.
- Author BiographyJohn M. Lewis is a Research Scientist at the National Severe Storms Laboratory in Oklahoma, and the Desert Research Institute in Nevada. S. Lakshmivarahan is a George Lynn Cross Research Professor at the School of Computer Science, University of Oklahoma. Sudarshan K. Dhall is a Professor at the School of Computer Science, University of Oklahoma.
- Author(s)John M. Lewis,S. Lakshmivarahan,Sudarshan Dhall
- PublisherCambridge University Press
- Date of Publication03/08/2006
- Series TitleEncyclopedia of Mathematics and Its Applications
- Series Part/Volume NumberNo. 104
- Place of PublicationCambridge
- Country of PublicationUnited Kingdom
- ImprintCambridge University Press
- Content Note29 tables 208 exercises
- Weight1160 g
- Width156 mm
- Height234 mm
- Spine41 mm
- Series Edited byG.-C. Rota,B. Doran,M. Ismail,T. Y. Lam,E. Wutwak,Philippe Flajolet,E. Lutwak
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