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Quantitative Geosciences Data Analytics, Geostatistics, Reservoir Characterization and Modeling

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Quantitative Geosciences Data Analytics, Geostatistics, Reservoir Characterization and Modeling

Quantitative Geosciences Data Analytics, Geostatistics, Reservoir Characterization and Modeling
Y. Z. Ma
Springer
Quantitative Geosciences Data Analytics, Geostatistics, Reservoir Characterization and Modeling
  • Release Date
    2022-09-15
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3.0 $

  • Category
    Petroleum Science
  • File Type
    Book
  • Language
    English
  • File Format
    PDF
  • Year
    2019
  • ISBN-10
    3030178625
  • ISBN-13
    9783030178628
  • Pages
    664 pages
  • File Size
    23.571 MB
  • Release Date
    2022-09-15

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Book Summary

Quantitative Geosciences Data Analytics, Geostatistics, Reservoir Characterization and Modeling

Earth science is becoming increasingly quantitative in the digital age. Quantification of geoscience and engineering problems underpins many of the applications of big data and artificial intelligence.

This book of “Quantitative Geosciences Data Analytics, Geostatistics, Reservoir Characterization and Modeling”  presents quantitative geosciences in three parts.

  • Part 1 presents data analytics using probability, statistical and machine-learning methods.
  • Part 2 covers reservoir characterization using several geoscience disciplines: including geology, geophysics, petrophysics and geostatistics.
  • Part 3 treats reservoir modeling, resource evaluation and uncertainty analysis using integrated geoscience, engineering and geostatistical methods.

As the petroleum industry is heading towards operating oil fields digitally, a multidisciplinary skillset is a must for geoscientists who need to use data analytics to resolve inconsistencies in various sources of data, model reservoir properties, evaluate uncertainties, and quantify risk for decision making.

This book intends to serve as a bridge for advancing the multidisciplinary integration for digital fields. The goal is to move beyond using quantitative methods individually to an integrated descriptive-quantitative analysis. In big data, everything tells us something, but nothing tells us everything. This book emphasizes the integrated, multidisciplinary solutions for practical problems in resource evaluation and field development.

Contents

  1. Introduction
  2. Data Analytics
    1. Front Matter
    2. Probabilistic Analytics for Geoscience Data
    3. Statistical Analysis of Geoscience Data
    4. Correlation Analysis
    5. Principal Component Analysis
    6. Regression-Based Predictive Analytics
    7. Introduction to Geoscience Data Analytics Using Machine Learning
  3. Reservoir Characterization
    1. Multiscale Heterogeneities in Reservoir Geology and Petrophysical Properties
    2. Petrophysical Data Analytics for Reservoir Characterization
    3. Facies and Lithofacies Classifications from Well Logs
    4. Generating Facies Probabilities by Integrating Spatial and Frequency Analyses
    5. Seismic Data Analytics for Reservoir Characterization
    6. Geostatistical Variography for Geospatial Variables
  4. Reservoir Modeling and Uncertainty Analysis
    1. Introduction to Geological and Reservoir Modeling
    2. Constructing 3D Model Framework and Change of Support in Data Mapping
    3. Geostatistical Estimation Methods: Kriging

 

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