{"product_id":"data-assimilation-for-the-geosciences-from-theory-to-application-paperback-9780323917209","title":"Data Assimilation for the Geosciences; From Theory to Application (Paperback \/ softback) 9780323917209","description":"\u003cfont face=\"Georgia\"\u003e\r\n\u003cp\u003e\u003cfont size=\"6\"\u003eData Assimilation for the Geosciences\u003c\/font\u003e\u003cbr\u003e\r\n\u003cfont size=\"5\"\u003eFrom Theory to Application\u003c\/font\u003e\u003c\/p\u003e\r\n\r\n\u003cp\u003e\u003cem\u003eRevised edition covering the mathematics, statistics and probability theory needed to understand data assimilation, written with geoscientists in mind\u003c\/em\u003e\u003c\/p\u003e\r\n\r\n\r\n\u003cp\u003e\u003cfont size=\"4\"\u003eSteven J. Fletcher (Author)\u003c\/font\u003e\u003c\/p\u003e\r\n\r\n\u003cp\u003e\u003cfont size=\"3\"\u003e9780323917209, Elsevier Science\u003c\/font\u003e\u003c\/p\u003e\r\n\r\n\u003cp\u003e\u003cfont size=\"3\"\u003ePaperback \/ softback, published 18 November 2022\u003c\/font\u003e\u003c\/p\u003e\r\n\r\n\u003cp\u003e\u003cfont size=\"3\"\u003e1128 pages\u003cbr\u003e23.5 x 19 x 6.7 cm, 2.2 kg\u003c\/font\u003e\u003c\/p\u003e\r\n\r\n\r\n\r\n\r\n\r\n\u003cp align=\"justify\"\u003e\u003cstrong\u003e\u003cfont size=\"3\"\u003e\u003ci\u003eData Assimilation for the Geosciences: From Theory to Application, Second Edition\u003c\/i\u003e brings together all of the mathematical and statistical background knowledge needed to formulate data assimilation systems into one place. It includes practical exercises enabling readers to apply theory in both a theoretical formulation as well as teach them how to code the theory with toy problems to verify their understanding. It also demonstrates how data assimilation systems are implemented in larger scale fluid dynamical problems related to land surface, the atmosphere, ocean and other geophysical situations. The second edition of Data Assimilation for the Geosciences has been revised with up to date research that is going on in data assimilation, as well as how to apply the techniques. The new edition features an introduction of how machine learning and artificial intelligence are interfacing and aiding data assimilation. In addition to appealing to students and researchers across the geosciences, this now also appeals to new students and scientists in the field of data assimilation as it will now have even more information on the techniques, research, and applications, consolidated into one source.\u003c\/font\u003e\u003c\/strong\u003e\u003c\/p\u003e\r\n\r\n\u003cp\u003e\u003cfont size=\"3\"\u003e1. Introduction\u003cbr\u003e2. Overview of Linear Algebra\u003cbr\u003e3. Univariate Distribution Theory\u003cbr\u003e4. Multivariate Distribution Theory\u003cbr\u003e5. Introduction to Calculus of Variation\u003cbr\u003e6. Introduction to Control Theory\u003cbr\u003e7. Optimal Control Theory\u003cbr\u003e8. Numerical Solutions to Initial Value Problems\u003cbr\u003e9. Numerical Solutions to Boundary Value Problems\u003cbr\u003e10. Introduction to Semi-Lagrangian Advection Methods\u003cbr\u003e11. Introduction to Finite Element Modeling\u003cbr\u003e12. Numerical Modeling on the Sphere\u003cbr\u003e13. Tangent Linear Modeling and Adjoints\u003cbr\u003e14. Observations\u003cbr\u003e15. Non-variational Sequential Data Assimilation Methods\u003cbr\u003e16. Variational Data Assimilation\u003cbr\u003e17. Subcomponents of Variational Data Assimilation\u003cbr\u003e18. Observation Space Variational Data Assimilation Methods\u003cbr\u003e19. Kalman Filter and Smoother\u003cbr\u003e20. Ensemble-Based Data Assimilation\u003cbr\u003e21. Non-Gaussian Variational Data Assimilation\u003cbr\u003e22. Markov Chain Monte Carlo and Particle Filter Methods\u003cbr\u003e23. Machine Learning Artificial Intelligence with Data Assimilation\u003cbr\u003e24. Applications of Data Assimilation in the Geosciences\u003cbr\u003e25. Solutions to Select Exercise\u003c\/font\u003e\u003c\/p\u003e\r\n\r\n\u003cp\u003e\u003cfont size=\"3\"\u003eSubject Areas: Geophysics [\u003ca title=\"See our other books on Geophysics\" href=\"https:\/\/freshlyprintedbooks.co.uk\/search?q=%22Geophysics%20%5BPHVG%5D%22\"\u003ePHVG\u003c\/a\u003e]\u003c\/font\u003e\u003c\/p\u003e\r\n\r\n\r\n\u003c\/font\u003e","brand":"Elsevier","offers":[{"title":"Default Title","offer_id":46651156201752,"sku":"9780323917209","price":106.39,"currency_code":"GBP","in_stock":false}],"thumbnail_url":"\/\/cdn.shopify.com\/s\/files\/1\/0730\/2037\/5320\/products\/9780323917209_0e818a34-3577-42cb-9421-7d635eda3afd.jpg?v=1694993454","url":"https:\/\/freshlyprintedbooks.co.uk\/products\/data-assimilation-for-the-geosciences-from-theory-to-application-paperback-9780323917209","provider":"Freshly Printed Books","version":"1.0","type":"link"}