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A Primer on Machine Learning in Subsurface Geosciences (SpringerBriefs in Petroleum Geoscience & Engineering) - Tapa blanda

Libro 18 de 25: SpringerBriefs in Petroleum Geoscience & Engineering

Bhattacharya, Shuvajit

 
9783030717674: A Primer on Machine Learning in Subsurface Geosciences (SpringerBriefs in Petroleum Geoscience & Engineering)
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ISBN 10: 3030717674 ISBN 13: 9783030717674
Editorial: Springer, 2021

Sinopsis

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, geomechanics, and geochemistry. It then presents the real-world applications and explains that, while this disruption has affected the top-level executives, geoscientists as well as field operators in the industry and academia, machine learning will ultimately benefit these users. The book is written by a practitioner of machine learning and statistics, keeping geoscientists in mind. It highlights the need to go beyond concepts covered in STAT 101 courses and embrace new computational tools to solve complex problems in geosciences. It also offers practitioners, researchers, and academics insights into how to identify, develop, deploy, and recommend fit-for-purpose machine learning models to solve real-world problems in subsurface geosciences. 

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Acerca del autor

Dr. Shuvajit Bhattacharya is a researcher at the Bureau of Economic Geology, the University of Texas at Austin. He is an applied geophysicist/petrophysicist specializing in seismic interpretation, petrophysical modeling, machine learning, and integrated subsurface characterization. He uses advanced computational technologies to solve complex problems in geosciences, which have societal and economic impacts. Dr. Bhattacharya has completed several projects in diverse geologic settings in the US, Norway, Australia, South Africa, and India. He worked in both academia and industry. He has published and presented more than 50 technical articles in peer-reviewed journals and conferences. His current research focuses on the pressing issues and frontier technologies in energy exploration, development, and subsurface fluid storage (carbon, hydrogen, and wastewater). He completed his Ph.D. at West Virginia University and an M.Sc. at the Indian Institute of Technology Bombay.

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Editorial
Springer
Año de publicación
2021
Idioma
Inglés
ISBN 10 
3030717674
ISBN 13 
9783030717674
Encuadernación
Tapa blanda
Número de edición
1
Número de páginas
192
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