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Chilès, Jean-Paul

Geostatistics: Modeling Spatial Uncertainty

Chilès, Jean-Paul - Geostatistics: Modeling Spatial Uncertainty, e-kirja

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Praise for the First Edition

". . . a readable, comprehensive volume that . . . belongs on the desk, close at hand, of any serious researcher or practitioner." —Mathematical Geosciences

The state of the art in geostatistics

Geostatistical models and techniques such as kriging and stochastic multi-realizations exploit spatial correlations to evaluate natural resources, help optimize their development, and address environmental issues related to air and water quality, soil pollution, and forestry. Geostatistics: Modeling Spatial Uncertainty, Second Edition presents a comprehensive, up-to-date reference on the topic, now featuring the latest developments in the field.

The authors explain both the theory and applications of geostatistics through a unified treatment that emphasizes methodology. Key topics that are the foundation of geostatistics are explored in-depth, including stationary and nonstationary models; linear and nonlinear methods; change of support; multivariate approaches; and conditional simulations. The Second Edition highlights the growing number of applications of geostatistical methods and discusses three key areas of growth in the field:

  • New results and methods, including kriging very large datasets; kriging with outliers; nonse??parable space-time covariances; multipoint simulations; pluri-gaussian simulations; gradual deformation; and extreme value geostatistics

  • Newly formed connections between geostatistics and other approaches such as radial basis functions, Gaussian Markov random fields, and data assimilation

  • New perspectives on topics such as collocated cokriging, kriging with an external drift, discrete Gaussian change-of-support models, and simulation algorithms

Geostatistics, Second Edition is an excellent book for courses on the topic at the graduate level. It also serves as an invaluable reference for earth scientists, mining and petroleum engineers, geophysicists, and environmental statisticians who collect and analyze data in their everyday work.

Avainsanat: Geostatistics, kernal methods, extreme values geostatistics, modeling in geo-chronologic space, geostatistics date, new developments in geostatistics, updated information in geostatistics, Environmental Statistics & Environmetrics, Hydrological Sciences, Environmental Statistics & Environmetrics, Hydrological Sciences

Tekijä(t)
 
Julkaisija
John Wiley and Sons, Inc.
Julkaisuvuosi
2012
Kieli
en
Painos
2
Sarja
Wiley Series in Probability and Statistics
Sivumäärä
726 sivua
Kategoria
Eksaktit luonnontieteet
Tiedostomuoto
E-kirja
eISBN (ePUB)
9781118136171
Painetun ISBN
9780470183151

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