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Więcej informacji o Artificial Intelligence for Subsurface Characterization and Monitoring

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Opis

Artificial Intelligence for Subsurface Characterization and Monitoring provides an in-depth examination of how deep learning accelerates the process of subsurface characterization & monitoring and provides an end-to-end solution. In recent years, deep learning has been introduced to the geoscience community to overcome some long-standing technical challenges. This book explores some of the most important topics in this discipline to explain the unique capability of deep learning in subsurface characterization for hydrocarbon exploration and production and for energy transition. The text is organized into five parts. The first two parts explore deep learning for data enrichment and well log data, including information extraction from unstructured well reports as well as log data QC and processing. Next is a review of deep learning applied to seismic data and data integration, which also covers intelligent processing for clearer seismic images and rock property inversion and validation. The closing section looks at deep learning in time lapse scenarios, including sparse data reconstruction for reducing the cost of 4D seismic data, time-lapse seismic data repeatability enforcement, and direct property prediction from pre-migration seismic data. Readers will discover deep learning methods that can improve the quality and efficiency of many of the key steps in subsurface characterization and monitoring. Focus on deep learning applications for geoscience provides a one-stop reference for deep learning applications for geoscienceComprehensive examples for the state-of-art techniques throughout the subsurface characterization workflow; examples provide readers a chance to familiarize with deep learning applications not only in their own field of expertise, but other relevant fields as wellAll applications come with realistic field dataset examples, so that the readers can learn what to expect in real life

Szczegóły książki

Kategoria Książki po angielsku Technology, engineering, agriculture Energy technology & engineering Fossil fuel technologies

• Pełny tytuł: Artificial Intelligence for Subsurface Characterization and Monitoring
• Autor: Aria Abubakar
• Język: Angielski
• Oprawa: Miękka
• Liczba stron: 300
• EAN: 9780443235177
• ISBN: 0443235171
• ID: 45112296
• Wymiary: 229 × 151 mm
• Data wydania: 01. October 2024

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