000			02320cam a22001697i 4500
020			_a9780128032794
082			_a622.3382 _bSRI/A
100	1		_a Srikanta Mishra
245	1	0	_aApplied statistical modeling and data analytics :a practical guide for the petroleum geosciences
260			_aOxford _bElsevier _c2018
300			_axi, 237p. _bcolor illustrations ;
500			_aMinimal Level Cataloging Plus.
520			_aApplied 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. 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
650		0	_aPetroleum--Geology--Data processing _aPetroleum--Geology--Statistical methods
700			_aAkhil datta gupta
942			_cBK
999			_c60059 _d60059