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Applied statistical modeling and data analytics : a practical guide for the petroleum geosciences



Applied Statistical Modeling and Data Analytics: A Practical Guide for the Petroleum GeosciencesïÅưprovides 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


Availability

8955/PUP/2019622.3382 MIS a c.1Perpustakaan Universitas PertaminaAvailable
8990/PUP/2019622.3382 MIS a c.2Perpustakaan Universitas PertaminaAvailable

Detail Information

Series Title
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Call Number
622.3382 MIS a
Publisher Elsevier : Cambridge.,
Collation
xi, 237 pages : color illustrations ; 24 cm
Language
English
ISBN/ISSN
9780128032794
Classification
622.3382
Content Type
-
Media Type
-
Carrier Type
-
Edition
-
Subject(s)
Specific Detail Info
-
Statement of Responsibility
Department(s)
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