RANDOM FIELD MODELS IN EARTH SCIENCES
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Book Details
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Author: Christakos, George
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Brand: Dover
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Binding: Paperback
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Number of Pages: 512
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Release Date: 25-02-2005
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EAN: 9780486438726
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Package Dimensions: 9.1 x 6.1 x 1.2 inches
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Languages: English
About The Book
Spatiotemporal Modeling in Earth and Environmental Sciences by George Christakos is a graduate-level text that explores the use of theoretical models with a random element as a foundation for addressing problems in earth and environmental sciences. This book introduces spatiotemporal modeling as a key methodology for studying these fields, illustrating its role in the broader context of the scientific method.
Starting with an introduction to probability theory and the significance of the random field model, the text covers a variety of earth science problems where the random field model offers an effective solution. It provides a concise summary of random field theory, including discussions on the intrinsic spatial random field model, the factorable random field model, spatiotemporal random field models, and space transformations of random fields.
Additional topics covered include:
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Random field modeling of natural processes
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Simulation of natural processes
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Estimation in space and time
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Sampling design
This volume serves as both a detailed introduction to the theory of random fields and a practical guide for applying these concepts to real-world problems in the earth and environmental sciences.