| Description |
1 online resource (xvii, 281 pages : illustrations (some color)). |
| Series |
Springer proceedings in earth and environmental sciences, 2524-3438 |
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Springer proceedings in earth and environmental sciences, 2524-3438
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| Contents |
Part I. Theory -- A Geostatistical Heterogeneity Metric for Spatial Feature Engineering -- Iterative Gaussianisation for Multivariate Transformation -- Comparing and Detecting Stationarity and Dataset Shift -- Simulation of Stationary Gaussian Random Fields with a Gneiting Spatio-Temporal Covariance -- Spectral Simulation of Gaussian Vector Random Fields on the Sphere -- Part II. Petroleum -- Geometric and Geostatistical Modeling of Point Bars -- Application of Reinforcement Learning for Well Location Optimization -- Compression-Based Modelling Honouring Facies Connectivity in Diverse Geological Systems -- Spatial Uncertainty in Pore Pressure Models at the Brazilian Continental Margin -- The Suitability of Different Training Images for Producing Low Connectivity, High Net:Gross Pixel-Based MPS Models -- Probabilistic Integration of Geomechanical and Geostatistical Inferences for Mapping Natural Fracture Networks -- Part III. Mining -- Artifacts in Localised Multivariate Uniform Conditioning: A Case Study -- Methodology for Defining the Optimal Drilling Grid in a Laterite Nickel Deposit Based on a Conditional Simulation -- LSTM-Based Deep Learning Method for Automated Detection of Geophysical Signatures in Mining -- Part IV. Earth Science -- RETRACTED CHAPTER: Spatio-Temporal Optimization of Groundwater Monitoring Network at Pickering Nuclear Generating Station -- Part V. Domains -- Applying Clustering Techniques and Geostatistics to the Definition of Domains for Modelling -- Addressing Application Challenges with Large-Scale Geological Boundary Modelling -- Appendix: Short Abstracts. |
| Access |
Open access. GW5XE |
| Summary |
This open access book provides state-of-the-art theory and application in geostatistics. Geostatistics Toronto 2021 includes 28 short abstracts, 18 extended abstracts, and 7 full articles in the fields of geostatistical theory, multi-point statistics, earth sciences, mining, optimal drilling, domains, seismic, classification uncertainty risk, and artificial intelligence and machine learning. All contributions were presented at the 11th International Geostatistics Congress held in virtually at Toronto, Canada, from July 12-16, 2021. This book is valuable to researchers, scientists, and practitioners in geology, mining, petroleum, geometallurgy, mathematics, and statistics. |
| Note |
Includes author index. |
|
Online resource; title from PDF title page (SpringerLink, viewed February 28, 2023). |
| Local Note |
Springer Nature Springer Nature - SpringerLink eBooks - Fully Open Access |
| Subject |
Geology -- Statistical methods -- Congresses.
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Geology -- Statistical methods
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| Genre/Form |
Electronic books.
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proceedings (reports)
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Conference papers and proceedings
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Conference papers and proceedings.
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| Added Author |
Avalos Sotomayor, Sebastian Alejandro, editor.
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Ortiz, Julian M. editor.
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Srivastava, R. Mohan, editor.
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| ISBN |
9783031198458 (electronic bk.) |
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303119845X (electronic bk.) |
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9783031198441 |
| Standard No. |
10.1007/978-3-031-19845-8 doi |
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