Basic Steps in Geostatistics: The Variogram and Kriging

Author:   Margaret A. Oliver ,  Richard Webster
Publisher:   Springer International Publishing AG
Edition:   2015 ed.
ISBN:  

9783319158648


Pages:   100
Publication Date:   08 April 2015
Format:   Paperback
Availability:   Manufactured on demand   Availability explained
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Basic Steps in Geostatistics: The Variogram and Kriging


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Author:   Margaret A. Oliver ,  Richard Webster
Publisher:   Springer International Publishing AG
Imprint:   Springer International Publishing AG
Edition:   2015 ed.
Dimensions:   Width: 15.50cm , Height: 0.60cm , Length: 23.50cm
Weight:   1.825kg
ISBN:  

9783319158648


ISBN 10:   3319158643
Pages:   100
Publication Date:   08 April 2015
Audience:   College/higher education ,  Professional and scholarly ,  Postgraduate, Research & Scholarly ,  Professional & Vocational
Format:   Paperback
Publisher's Status:   Active
Availability:   Manufactured on demand   Availability explained
We will order this item for you from a manufactured on demand supplier.

Table of Contents

1. Introduction 1.1. Background to Geostatistics 1.2. Applications of geostatistics 1.2.1. Mining and Engineering 1.2.2. Environmental Pollution 1.2.3. Precision Agriculture 1.2.4. Fisheries 1.3. Sampling 1.3.1. The Domain 1.3.2. The Variables 1.3.3. Units and Support 1.3.4. Practical Matters 1.4. The Essence of Geostatistics 2. Regionalized Variable Theory 2.1. Random Variables and Regionalized Variable Theory 2.1.1. Stationarity 3. The Variogram and Modelling 3.1. The Experimental Variogram 3.1.1. Computing the Variogram from Regular Sampling in One Dimension 3.1.2. Computing the Variogram from Sampling in Two Dimensions 3.2. Factors Affecting the Reliability of Experimental Variograms 3.2.1. Sample Size 3.2.2. Sampling Interval and Spatial Scale 3.2.3. Lag Interval and Bin Width 3.2.4. Statistical Distribution 3.2.5. Anisotropy 3.2.6. Trend 3.3. Modelling the Variogram 3.3.1. Principal Features of the Variogram 3.3.2. Variogram Model Functions 3.4. Factors Affecting the Reliability of Variogram Models 3.4.1. Fitting Models 4. Geostatistical Prediction: Kriging 4.1. Introduction 4.2. Theory 4.2.1. Kriging Weights 4.2.1.1. Effect of the Ratio of the Nugget:Sill Variances 4.2.1.2. Changing the Range 4.2.1.3. Block Kriging 4.2.1.4. Kriging with Irregularly Scattered Data 4.2.2. Kriging Neighbourhood 4.2.2.1. Effect of the Kriging Neighbourhood 4.2.3. Punctual and Block Kriging for Mapping 4.2.4. Anisotropy 4.2.5. Simple Kriging 4.2.6. Lognormal Kriging 4.3. Cross-validation 4.4. Summary 5. Sampling 5.1. Sampling for the Variogram 5.1.1. Nested Sampling 5.1.1.1. Illustrative Example: Nested Sampling in the Wyre Forest 5.2. Sampling Plans for Mapping 5.2.1. Illustrative Example: Sampling to Map Chromium in the Swiss Jura 5.3. Summary 6. Dealing with Trend 6.1. Trend 6.1.1. Variogram and Model 6.2. Example 6.3. Illustration from a Case Study 6.4. Summary

Reviews

This text provides a condensed introduction to the fundamental principles, albeit better suited to reader from a mathematical background ... . its greatest value may be as a concise reference. (Markus Eichhorn, Frontiers of Biogeography, Vol. 7 (3), 2015)


“This text provides a condensed introduction to the fundamental principles, albeit better suited to reader from a mathematical background … . its greatest value may be as a concise reference.” (Markus Eichhorn, Frontiers of Biogeography, Vol. 7 (3), 2015)


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