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Adaptive approach to petroleum reservoir simulation / Stanislav Ursegov, Armen Zakharian.

9783030674748 (electronic book)
3030674746 (electronic book)
3030674738
9783030674731

Cham, Switzerland : Springer, [2021]

English

1 online resource (ix, 86 pages) : illustrations (some color)

10.1007/978-3-030-67474-8 doi

TN271.P4

622/.1828

This book presents unique features of the adaptive modeling approach based on new machine learning algorithms for petroleum exploration, development, and production. The adaptive approach helps simulation engineers and geoscientists to create adequate geological and hydrodynamic models. This approach is proven to be a real alternative to traditional techniques, such as deterministic modeling. Currently, machine-learning algorithms grow in popularity because they provide consistency, predictiveness, and convenience. The primary purpose of this book is to describe the theoretical state of the adaptive approach and show some examples of its implementation in simulation and forecasting different reservoir processes.

Includes bibliographical references and index.

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Online resource; title from PDF title page (SpringerLink, viewed March 12, 2021).

Advances in oil and gas exploration & production, 2509-372X

Print version: 9783030674731

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