Abstract
This book contains the most recent progress in data assimilation in meteorology, oceanography and hydrology including land surface. It spans both theoretical and applicative aspects with various methodologies such as variational, Kalman filter, ensemble, Monte Carlo and artificial intelligence methods. Besides data assimilation, other important topics are also covered including targeting observation, sensitivity analysis, and parameter estimation. The book will be useful to individual researchers as well as graduate students for a reference in the field of data assimilation.
Original language | English |
---|---|
Publisher | Springer International Publishing |
Number of pages | 553 |
ISBN (Electronic) | 9783319434155 |
ISBN (Print) | 9783319434148 |
DOIs | |
State | Published - 1 Jan 2016 |
Bibliographical note
Publisher Copyright:© Springer International Publishing Switzerland 2017.
Keywords
- Adjoint method
- Data assimilation
- Kalman filter
- Monte carlo method
- Sensitivity analysis
- Targeting observation
- Variational method