Machine Learning for Subsurface Characterization

Book Machine Learning for Subsurface Characterization Cover

Download or read online Machine Learning for Subsurface Characterization PDF book by Siddharth Misra in ePUB, PDF or Kindle eBooks. Published by Gulf Professional Publishing in 12 October 2019 the book become immediate popular and critical acclaim in Science books with total hardcover page 440. Click Download Book button to get book file. Read some info about this book below.

  • Author : Siddharth Misra
  • Publisher : Gulf Professional Publishing
  • Release : 12 October 2019
  • ISBN : 9780128177372
  • Page : 440 pages
  • Language : English
  • Total View : 8376 Views
  • File Size : 52,7 Mb

Machine Learning for Subsurface Characterization Book PDF summary

Machine Learning for Subsurface Characterization develops and applies neural networks, random forests, deep learning, unsupervised learning, Bayesian frameworks, and clustering methods for subsurface characterization. Machine learning (ML) focusses on developing computational methods/algorithms that learn to recognize patterns and quantify functional relationships by processing large data sets, also referred to as the "big data." Deep learning (DL) is a subset of machine learning that processes "big data" to construct numerous layers of abstraction to accomplish the learning task. DL methods do not require the manual step of extracting/engineering features; however, it requires us to provide large amounts of data along with high-performance computing to obtain reliable results in a timely manner. This reference helps the engineers, geophysicists, and geoscientists get familiar with data science and analytics terminology relevant to subsurface characterization and demonstrates the use of data-driven methods for outlier detection, geomechanical/electromagnetic characterization, image analysis, fluid saturation estimation, and pore-scale characterization in the subsurface. Learn from 13 practical case studies using field, laboratory, and simulation data Become knowledgeable with data science and analytics terminology relevant to subsurface characterization Learn frameworks, concepts, and methods important for the engineer’s and geoscientist’s toolbox needed to support

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