Multiple-point Geostatistics

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Multiple-point Geostatistics

Stochastic Modeling with Training Images

Probability and statistics Maths for scientists Earth sciences

Authors: Professor Gregoire Mariethoz, Jef Caers

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Language: English

Published by: Wiley-Blackwell

Published on: 16th October 2014

Format: LCP-protected ePub

Size: 29 Mb

ISBN: 9781118662939


Introduction to Multiple-Point Geostatistics

This book provides a comprehensive introduction to multiple-point geostatistics, where spatial continuity is described using training images. Multiple-point geostatistics aims at bridging the gap between physical modelling/realism and spatio-temporal stochastic modelling.

Overview of the Field

The book provides an overview of this new field in three parts. Part I presents a conceptual comparison between traditional random function theory and stochastic modelling based on training images, where random function theory is not always used.

Algorithms and Methodologies

Part II covers in detail various algorithms and methodologies starting from basic building blocks in statistical science and computer science. Concepts such as non-stationary and multi-variate modeling, consistency between data and model, the construction of training images and inverse modelling are treated.

Application Areas

Part III covers three example application areas, namely, reservoir modelling, mineral resources modelling and climate model downscaling.

Intended Audience

This book will be an invaluable reference for students, researchers and practitioners of all areas of the Earth Sciences where forecasting based on spatio-temporal data is performed.

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