Machine Learning for Subsurface Characterization

Written By Siddharth Misra
Machine Learning for Subsurface Characterization
  • Publsiher : Gulf Professional Publishing
  • Release : 12 October 2019
  • ISBN : 0128177373
  • Pages : 440 pages
  • Rating : 4/5 from 21 reviews
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Read or download book entitled Machine Learning for Subsurface Characterization written by Siddharth Misra which was release on 12 October 2019, this book published by Gulf Professional Publishing. Available in PDF, EPUB and Kindle Format. Book excerpt: 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

Machine Learning for Subsurface Characterization

Machine Learning for Subsurface Characterization
  • Author : Siddharth Misra,Hao Li,Jiabo He
  • Publisher : Gulf Professional Publishing
  • Release Date : 2019-10-12
  • Total pages : 440
  • ISBN : 0128177373
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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 ...

Machine Learning for the Subsurface Characterization at Core Well and Reservoir Scales

Machine Learning for the Subsurface Characterization at Core  Well  and Reservoir Scales
  • Author : Hao Li
  • Publisher : Unknown
  • Release Date : 2020
  • Total pages : 228
  • ISBN : 0128177373
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Summary : Download or read online Machine Learning for the Subsurface Characterization at Core Well and Reservoir Scales written by Hao Li, published by which was released on 2020. Get Machine Learning for the Subsurface Characterization at Core Well and Reservoir Scales Books now! Available in PDF, ePub and Kindle....

A Primer on Machine Learning in Subsurface Geosciences

A Primer on Machine Learning in Subsurface Geosciences
  • Author : Shuvajit Bhattacharya
  • Publisher : Springer
  • Release Date : 2021-05-31
  • Total pages : 170
  • ISBN : 0128177373
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Summary : This book provides readers with a timely review and discussion of the success, promise, and perils of machine learning in geosciences. It explores the fundamentals of data science and machine learning, and how their advances have disrupted the traditional workflows used in the industry and academia, including geology, geophysics, petrophysics, ...

Multifrequency Electromagnetic Data Interpretation for Subsurface Characterization

Multifrequency Electromagnetic Data Interpretation for Subsurface Characterization
  • Author : Siddharth Misra,Yifu Han,Pratiksha Tathed,Yuteng Jin
  • Publisher : Elsevier
  • Release Date : 2021-02-15
  • Total pages : 275
  • ISBN : 0128177373
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Summary : Multifrequency Electromagnetic Data Interpretation for Subsurface Characterization focuses on the development and application of electromagnetic measurement methodologies and their interpretation techniques for subsurface characterization. The book guides readers on how to characterize and understand materials using electromagnetic measurements, including dielectric permittivity, resistivity and conductivity measurements. This reference will be useful ...

CO2 Injection in the Network of Carbonate Fractures

CO2 Injection in the Network of Carbonate Fractures
  • Author : J. Carlos de Dios
  • Publisher : Springer Nature
  • Release Date : 2021-04-14
  • Total pages : 212
  • ISBN : 0128177373
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Summary : Download or read online CO2 Injection in the Network of Carbonate Fractures written by J. Carlos de Dios, published by Springer Nature which was released on . Get CO2 Injection in the Network of Carbonate Fractures Books now! Available in PDF, ePub and Kindle....

Machine Learning for Spatial Environmental Data

Machine Learning for Spatial Environmental Data
  • Author : Mikhail Kanevski,Alexei Pozdnoukhov,Alexi Pozdnukhov,Vadim Timonin
  • Publisher : EPFL Press
  • Release Date : 2009-06-09
  • Total pages : 377
  • ISBN : 0128177373
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Summary : Accompanying CD-RM contains Machine learning office software, MLO guide (pdf) and examples of data....

The Development of Comparative Information Yield Curves for Application to Subsurface Characterization

The Development of Comparative Information Yield Curves for Application to Subsurface Characterization
  • Author : Felipe Pereira Jorge De Barros
  • Publisher : Unknown
  • Release Date : 2009
  • Total pages : 338
  • ISBN : 0128177373
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Summary : Download or read online The Development of Comparative Information Yield Curves for Application to Subsurface Characterization written by Felipe Pereira Jorge De Barros, published by which was released on 2009. Get The Development of Comparative Information Yield Curves for Application to Subsurface Characterization Books now! Available in PDF, ePub and Kindle....

geoENV VI Geostatistics for Environmental Applications

geoENV VI     Geostatistics for Environmental Applications
  • Author : Amílcar Soares,Maria João Pereira,Roussos Dimitrakopoulos
  • Publisher : Springer Science & Business Media
  • Release Date : 2008-03-12
  • Total pages : 511
  • ISBN : 0128177373
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Summary : This volume contains 40 selected full-text contributions from the Sixth European Conference on Geostatistics for Environmental Applications, geoENV IV, held in Rhodes, Greece, October 25-26, 2006. The objective of the editors was to compile a set of papers from which the reader could perceive how geostatistics is applied within the environmental sciences. ...

Dissertation Abstracts International

Dissertation Abstracts International
  • Author : Anonim
  • Publisher : Unknown
  • Release Date : 2008
  • Total pages : 212
  • ISBN : 0128177373
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Summary : Download or read online Dissertation Abstracts International written by , published by which was released on 2008. Get Dissertation Abstracts International Books now! Available in PDF, ePub and Kindle....

Subsurface Hydrology

Subsurface Hydrology
  • Author : David W. Hyndman,Frederick D. Day-Lewis,Kamini Singha
  • Publisher : American Geophysical Union
  • Release Date : 2007-01-09
  • Total pages : 253
  • ISBN : 0128177373
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Summary : Published by the American Geophysical Union as part of the Geophysical Monograph Series, Volume 171. Groundwater is a critical resource and the PrinciPal source of drinking water for over 1.5 billion people. In 2001, the National Research Council cited as a "grand challenge" our need to understand the processes that control water movement ...

A Machine Learning and Computer Vision Framework for Damage Characterization and Structural Behavior Prediction

A Machine Learning and Computer Vision Framework for Damage Characterization and Structural Behavior Prediction
  • Author : Rouzbeh Davoudi
  • Publisher : Unknown
  • Release Date : 2019
  • Total pages : 158
  • ISBN : 0128177373
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Summary : This work focuses on using computer vision to relate surface (and limited subsurface) damage observations to quantitative damage and load levels in structural components. In particular, image processing and machine learning regression techniques have been used to build predictive models capable of estimating internal loads (e.g., shear and moment) ...

European Research Centres A N

European Research Centres  A N
  • Author : Anonim
  • Publisher : Stockton Press
  • Release Date : 1994-11
  • Total pages : 1219
  • ISBN : 0128177373
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Summary : Download or read online European Research Centres A N written by , published by Stockton Press which was released on 1994-11. Get European Research Centres A N Books now! Available in PDF, ePub and Kindle....

Government reports annual index

Government reports annual index
  • Author : Anonim
  • Publisher : Unknown
  • Release Date : 199?
  • Total pages : 212
  • ISBN : 0128177373
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Summary : Download or read online Government reports annual index written by , published by which was released on 199?. Get Government reports annual index Books now! Available in PDF, ePub and Kindle....

Study of AI Based Methods for Characterization of Geotechnical Site Investigation Data

Study of AI Based Methods for Characterization of Geotechnical Site Investigation Data
  • Author : Hui Wang,Xiangrong Wang,Robert Y. Liang
  • Publisher : Unknown
  • Release Date : 2020
  • Total pages : 51
  • ISBN : 0128177373
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Summary : Due to the inadequate knowledge of the soil forming histories and/or human activities, the subsurface soil layers are difficult to ascertain. Subsurface uncertainty and its influence on geotechnical design have long been a challenge facing practitioners. Recently, the ASCE Geo-institute has developed the Data Interchange for Geotechnical and Geoenvironmental ...

Government Reports Announcements Index

Government Reports Announcements   Index
  • Author : Anonim
  • Publisher : Unknown
  • Release Date : 1996
  • Total pages : 212
  • ISBN : 0128177373
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Summary : Download or read online Government Reports Announcements Index written by , published by which was released on 1996. Get Government Reports Announcements Index Books now! Available in PDF, ePub and Kindle....