Computational Methods for Data Evaluation and Assimilation

Computational Methods for Data Evaluation and Assimilation

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ISBN 9781584887355
Cat# C7354
 

Features

  • Presents an updated look at data adjustment and assimilation
  • Includes background material needed to understand and use this new sensitivity analysis technique
  • Provides applications from the fields of fluid mechanics, nuclear engineering, electrical engineering, and chemistry
  • Covers the underlying mathematical concepts and methods for both static and time-dependent systems
  • Discusses time-independent three-dimensional and four-dimensional variational data assimilation
  • Summary

    Computing Methods for Data Analysis and Assimilation presents a comprehensive, up-to-date treatment of data analysis and assimilation. With practical applications from a wide range of fields, including climatology, this book introduces the optimal control mathematical framework for the data assimilation concepts of state vector, control space, observations, and departures. The authors discuss the methodologies of both time-independent three-dimensional and four-dimensional variational data assimilation. They also present the mathematical concepts and methods underlying data adjustment methodology for both static and time-dependent systems.

    Table of Contents

    Experimental Data Evaluation:Basic Concepts. Computation of Means and Variances From Measurements. Optimization Methods For Large-Scale Data Assimilation. Basic Principles of 4-D VAR. 4-D VAR in Numerical Weather Prediction Models. Appendices. Bibliography. Index.

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