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Books > Professional & Technical > Energy technology & engineering > Fossil fuel technologies > Petroleum technology
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Applied Statistical Modeling and Data Analytics - A Practical Guide for the Petroleum Geosciences (Paperback)
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Applied Statistical Modeling and Data Analytics - A Practical Guide for the Petroleum Geosciences (Paperback)
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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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