Spatiotemporal Random Fields —— Theory and Applications

----- 随机场模型：理论与应用在自然现象研究中的应用

ISBN: 9780128030127 出版年：2017 页码：698 Christakos, George Elsevier Science_RM

Spatiotemporal Random Fields: Theory and Applications, Second Edition, provides readers with a new and updated edition of the text that explores the application of spatiotemporal random field models to problems in ocean, earth, and atmospheric sciences, spatiotemporal statistics, and geostatistics, among others. The new edition features considerable detail of spatiotemporal random field theory, including ordinary and generalized models, as well as space-time homostationary, isostationary and hetrogeneous approaches. Presenting new theoretical and applied results, with particular emphasis on space-time determination and interpretation, spatiotemporal analysis and modeling, random field geometry, random functionals, probability law, and covariance construction techniques, this book highlights the key role of space-time metrics, the physical interpretation of stochastic differential equations, higher-order space-time variability 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.Contains 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 ideasIncludes significant updates from the previous edition, including a focus on new theoretical and applied results