Applied Statistical Modeling and Data Analytics: A Practical Guide for the Petroleum Geosciences provides a practical guide to many of the classical and modern statistical techniques that have become established for oil and gas professionals in recent years. It serves as a "how to" reference volume for the practicing petroleum engineer or geoscientist interested in applying statistical methods in formation evaluation, reservoir characterization, reservoir modeling and management, and uncertainty quantification.
Beginning with a foundational discussion of exploratory data analysis, probability distributions and linear regression modeling, the book focuses on fundamentals and practical examples of such key topics as multivariate analysis, uncertainty quantification, data-driven modeling, and experimental design and response surface analysis. Data sets from the petroleum geosciences are extensively used to demonstrate the applicability of these techniques. The book will also be useful for professionals dealing with subsurface flow problems in hydrogeology, geologic carbon sequestration, and nuclear waste disposal.
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1. Basic Concepts2. Exploratory Data Analysis3. Distributions and Models Thereof4. Regression Modeling and Analysis5. Multivariate Data Analysis6. Uncertainty Quantification7. Experimental Design and Response Surface Analysis8. Data-Driven Modeling9. Concluding Remarks
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The essential reference for geoscientists and engineers who apply statistical modeling and data analytics techniques to solve petroleum industry challenges
The essential reference for geoscientists and engineers who apply statistical modeling and data analytics techniques to solve petroleum industry challenges
Authored by internationally renowned experts in developing and applying statistical methods for oil & gas and other subsurface problem domains
Written by practitioners for practitioners
Presents an easy to follow narrative which progresses from simple concepts to more challenging ones
Includes online resources with software applications and practical examples for the most relevant and popular statistical methods, using data sets from the petroleum geosciences
Addresses the theory and practice of statistical modeling and data analytics from the perspective of petroleum geoscience applications
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Produktdetaljer
ISBN
9780128032794
Publisert
2017-10-19
Utgiver
Vendor
Elsevier Science Publishing Co Inc
Vekt
520 gr
Høyde
235 mm
Bredde
191 mm
Aldersnivå
U, P, 05, 06
Språk
Product language
Engelsk
Format
Product format
Heftet
Antall sider
250