Spatiotemporal Random Fields: Theory and Applications

Spatiotemporal Random Fields: Theory and Applications, Second Edition, provides readers with a new and updated edition of the text that explores the application of random field models and stochastic data processing to problems in hydrogeology, geostatistics, climate modeling, and oil reservoir engineering, among others. The new edition features considerable detail of random field theory, including ordinary and generalized, as well as spatial and spatiotemporal approaches. Presenting new theoretical and applied results, with particular emphasis on integrated spatiotemporal analysis, this book highlights the key role of space-time metrics, the physical interpretation of stochastic differential equations, higher-order space-time dependence functions, the validity of major theoretical assumptions in real-world practice (covariance positive-definiteness, metric-adequacy etc.), and the emergence of interdisciplinary phenomena in conditions of multi-sourced real-world uncertainty. Authored by an internationally renowned scientist and a leader in the field of spatial statisticsContains a considerable amount of applications in the form of examples and case studies, providing readers with first-hand experiencesPresents an easy to follow narrative which progresses from simple concepts to more challenging onesIncludes significant updates since the previous edition including a focus on new theoretical and applied results INDICE: Chapter 1: Random Field Context and ContentChapter 2: Ordinary Spatial Random Fields (OSRF)Chapter 3: Generalized Spatial Random Fields (GSRF)Chapter 4: Factorable Spatial Random Fields (FSRF)Chapter 5: Ordinary Spatiotemporal Random Fields (OSTRF)Chapter 6: Generalized Spatiotemporal Random Fields (GSTRF)Chapter 7: Space Transformations of Random FieldsChapter 8: Random Field Modeling in PracticeChapter 9: Simulation of Random Fields (OSTRF and GSTRF)Chapter 10: Space-Time EstimationChapter 11: Sampling Design in Space-Time

• ISBN: 978-0-12-803012-7
• Editorial: Elsevier
• Encuadernacion: Cartoné
• Páginas: 400
• Fecha Publicación: 01/09/2016
• Nº Volúmenes: 1
• Idioma: Inglés