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
GET THIS BOOKMachine Learning for Subsurface Characterization


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
GET BOOK

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
GET BOOK

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 Nature
  • Release Date : 2021-05-03
  • Total pages : 172
  • ISBN : 0128177373
GET BOOK

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, ...

Advances in Subsurface Data Analytics

Advances in Subsurface Data Analytics
  • Author : Shuvajit Bhattacharya,Haibin Di
  • Publisher : Elsevier
  • Release Date : 2022-05-27
  • Total pages : 376
  • ISBN : 0128177373
GET BOOK

Summary : Advances in Subsurface Data Analytics: Traditional and Physics-Based Approaches brings together the fundamentals of popular and emerging machine learning (ML) algorithms with their applications in subsurface analysis, including geology, geophysics, petrophysics, and reservoir engineering. The book is divided into four parts: traditional ML, deep learning, physics-based ML, and new directions, ...

Multifrequency Electromagnetic Data Interpretation for Subsurface Characterization

Multifrequency Electromagnetic Data Interpretation for Subsurface Characterization
  • Author : Siddharth Misra,Yifu Han,Yuteng Jin,Pratiksha Tathed
  • Publisher : Elsevier
  • Release Date : 2021-07-13
  • Total pages : 382
  • ISBN : 0128177373
GET BOOK

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 ...

Applications of Artificial Intelligence in Process Systems Engineering

Applications of Artificial Intelligence in Process Systems Engineering
  • Author : Jingzheng Ren,Weifeng Shen,Yi Man,Lichun DOng
  • Publisher : Elsevier
  • Release Date : 2021-06-05
  • Total pages : 540
  • ISBN : 0128177373
GET BOOK

Summary : Applications of Artificial Intelligence in Process Systems Engineering offers a broad perspective on the issues related to artificial intelligence technologies and their applications in chemical and process engineering. The book comprehensively introduces the methodology and applications of AI technologies in process systems engineering, making it an indispensable reference for researchers ...

Current Trends and Advances in Computer Aided Intelligent Environmental Data Engineering

Current Trends and Advances in Computer Aided Intelligent Environmental Data Engineering
  • Author : Goncalo Marques,Joshua O. Ighalo
  • Publisher : Academic Press
  • Release Date : 2022-03-20
  • Total pages : 474
  • ISBN : 0128177373
GET BOOK

Summary : Current Trends and Advances in Computer-Aided Intelligent Environmental Data Engineering merges computer engineering and environmental engineering. The book presents the latest finding on how data science and AI-based tools are being applied in environmental engineering research. This application involves multiple domains such as data science and artificial intelligence to transform ...

Subsurface Characterization and Machine Learning Predictions at Brady Hot Springs

Subsurface Characterization and Machine Learning Predictions at Brady Hot Springs
  • Author : Koenraad F. Beckers
  • Publisher : Unknown
  • Release Date : 2021
  • Total pages : 8
  • ISBN : 0128177373
GET BOOK

Summary : Download or read online Subsurface Characterization and Machine Learning Predictions at Brady Hot Springs written by Koenraad F. Beckers, published by which was released on 2021. Get Subsurface Characterization and Machine Learning Predictions at Brady Hot Springs Books now! Available in PDF, ePub and Kindle....

CO2 Injection in the Network of Carbonate Fractures

CO2 Injection in the Network of Carbonate Fractures
  • Author : J. Carlos de Dios,Srikanta Mishra,Flavio Poletto,Alberto Ramos
  • Publisher : Springer Nature
  • Release Date : 2020-12-17
  • Total pages : 243
  • ISBN : 0128177373
GET BOOK

Summary : This book presents guidelines for the design, operation and monitoring of CO2 injection in fractured carbonates, with low permeability in the rock matrix, for geological storage in permanent trapping. CO2 migration is dominated by fractures in formations where the hydrodynamic and geochemical effects induced by the injection play a key ...

Advanced Network Technologies and Intelligent Computing

Advanced Network Technologies and Intelligent Computing
  • Author : Isaac Woungang
  • Publisher : Springer Nature
  • Release Date : 2022-06-27
  • Total pages : 212
  • ISBN : 0128177373
GET BOOK

Summary : Download or read online Advanced Network Technologies and Intelligent Computing written by Isaac Woungang, published by Springer Nature which was released on . Get Advanced Network Technologies and Intelligent Computing Books now! Available in PDF, ePub and Kindle....

Collaborative Computing Networking Applications and Worksharing

Collaborative Computing  Networking  Applications and Worksharing
  • Author : Honghao Gao,Xinheng Wang,Muddesar Iqbal,Yuyu Yin,Jianwei Yin,Ning Gu
  • Publisher : Springer Nature
  • Release Date : 2021-01-21
  • Total pages : 578
  • ISBN : 0128177373
GET BOOK

Summary : This two-volume set constitutes the refereed proceedings of the 16th International Conference on Collaborative Computing: Networking, Applications, and Worksharing, CollaborateCom 2020, held in Shanghai, China, in October 2020. The 61 full papers and 16 short papers presented were carefully reviewed and selected from 211 submissions. The papers reflect the conference sessions as follows: Collaborative Applications ...

Geothermal Energy

Geothermal Energy
  • Author : Kriti Yadav,Anirbid Sircar,Apurwa Yadav
  • Publisher : CRC Press
  • Release Date : 2022-03-23
  • Total pages : 174
  • ISBN : 0128177373
GET BOOK

Summary : This book focuses on the usage of geothermal energy in countries with low-enthalpy reservoirs. It begins with the fundamentals of geothermal energy and classification of geothermal resources and their importance, including enhanced geothermal systems (EGS). Further, it discusses the creation, production, potential assessment, perspective analysis, life cycle, and environmental assessments ...

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
GET BOOK

Summary : Accompanying CD-RM contains Machine learning office software, MLO guide (pdf) and examples of data....

Reservoir Characterization

Reservoir Characterization
  • Author : Fred Aminzadeh
  • Publisher : John Wiley & Sons
  • Release Date : 2022-01-06
  • Total pages : 576
  • ISBN : 0128177373
GET BOOK

Summary : RESERVOIR CHARACTERIZATION FUNDAMENTALS AND APPLICATIONS The second volume in the series, “Sustainable Energy Engineering,” written by some of the foremost authorities in the world on reservoir engineering, this groundbreaking new volume presents the most comprehensive and updated new processes, equipment, and practical applications in the field. Long thought of as ...

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
GET BOOK

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....