Seon Ki Park, Milija Zupanski (Colorado State University)

Principles of Data Assimilation

• Gebundenes Buch

Produktbeschreibung

Based on over twenty years of teaching courses in data assimilation, this textbook is for advanced students and early career researchers in meteorology, oceanography, hydrology, environmental science, and atmospheric science. It offers a new perspective on data assimilation based on a unique combination of practical and theoretical aspects.

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Produktdetails

• Verlag: Cambridge University Press
• Seitenzahl: 414
• Erscheinungstermin: 6. September 2022
• Englisch
• Abmessung: 250mm x 175mm x 27mm
• Gewicht: 872g
• ISBN-13: 9781108831765
• ISBN-10: 1108831761
• Artikelnr.: 63662251

Autorenporträt

Seon Ki Park is Professor of Meteorology at Ewha Womans University, Seoul, Korea. His research focuses on storm-scale to meso-scale analysis, parameter estimation, and data assimilation to improve numerical weather and climate prediction. He co-edited a series of four volumes titled Data Assimilation for Atmospheric, Oceanic and Hydrologic Applications (2009, 2013, 2017, 2021).

Inhaltsangabe

Part I. General Background: 1. Data assimilation: general background
2. Probability and Bayesian approach
3. Filters and smoothers
Part I.: Practical Tools: 4. Tangent linear and adjoint model
5. Automatic differentiation
6. Numerical minimization process
Part III. Methods and Issues: 7. Variational data assimilation
8. Ensemble and hybrid data assimilation
9. Coupled data assimilation
10. Dynamics and data assimilation
Part IV. Applications: 11. Sensitivity analysis and adaptive observation
12. Satellite data assimilation
Index.