Machine Learning Applications in Subsurface Energy Resource Management: State of the Art and Future Prognosis
by Srikanta Mishra
English | 2024 | ISBN: 1032074523 | 379 pages | True PDF | 20.85 MB
The utilization of machine learning (ML) techniques to understand hidden patterns and build data-driven predictive models from complex multivariate datasets is rapidly increasing in many applied science and engineering disciplines, including geo-energy. Motivated by these developments, Machine Learning Applications in Subsurface Energy Resource Management presents a current snapshot of the state of the art and future outlook for ML applications to manage subsurface energy resources (e.g., oil and gas, geologic carbon sequestration, and geothermal energy).
* Covers ML applications across multiple application domains (reservoir characterization, drilling, production, reservoir modeling, and predictive maintenance).
* Offers a variety of perspectives from authors representing operating companies, universities, and research organizations.
* Provides an array of case studies illustrating the latest applications of several ML techniques.
* Includes a literature review and future outlook for each application domain.
This book is targeted at the practicing petroleum engineer or geoscientist interested in developing a broad understanding of ML applications across several subsurface domains. It is also aimed as a supplementary reading for graduate-level courses and will also appeal to professionals and researchers working with hydrogeology and nuclear waste disposal.
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