Adaptive Approach to Petroleum Reservoir Simulation

Download or read book Adaptive Approach to Petroleum Reservoir Simulation written by Stanislav Ursegov and published by Springer Nature. This book was released on 2021-01-31 with total page 91 pages. Available in PDF, EPUB and Kindle. Book excerpt: 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.