Cargando…
Machine learning for subsurface characterization /
| Clasificación: | Libro Electrónico |
|---|---|
| Autores principales: | , , |
| Formato: | Electrónico eBook |
| Idioma: | Inglés |
| Publicado: |
Cambridge, MA :
Gulf Professional Publishing, an imprint of Elsevier,
[2020]
|
| Temas: | |
| Acceso en línea: | Texto completo |
Tabla de Contenidos:
- 1. Unsupervised outlier detection techniques for well logs and geophysical data / Siddharth Misra, Oghenekaro Osogba, and Mark Powers
- 2. Unsupervised clustering methods for noninvasive characterization of fracture-induced geomechanical alterations / Siddharth Misra, Aditya Chakravarty, Pritesh Bhoumick, and Chandra S. Rai
- 3. Shallow neural networks and classification methods for approximating the subsurface in situ fluid-filled pore size distribution / Siddharth Misra and Jiabo He
- 4. Stacked neural network architecture to model the multifrequency conductivity/permittivity responses of subsurface shale formations / Siddharth Misra and Jiabo He
- 5. Robust geomechanical characterization by analyzing the performance of shallow-learning regression methods using unsupervised clustering methods / Siddharth Misra, Hao Li, and Jiabo He
- 6. Index construction, dimensionality reduction, and clustering techniques for the identification of flow units in shale formations suitable for enhanced oil recovery using light-hydrocarbon injection / Hao Li and Siddharth Misra
- 7. Deep neural network architectures to approximate the fluid-filled pore size distributions of subsurface geological formations / Siddharth Misra and Hao Li
- 8. Comparative study of shallow and deep machine learning models for synthesizing in situ NMR T2 distributions / Siddharth Misra and Hao Li
- 9. Noninvasive fracture characterization based on the classification of sonic wave travel times / Siddharth Misra and Hao Li
- 10. Machine learning assisted segmentation of scanning electron microscopy images of organic-rich shales with feature extraction and feature ranking / Siddharth Misra and Yaokun Wu
- 11. Generalization of machine learning assisted segmentation of scanning electron microscopy images of organic-rich shales / Siddharth Misra, Eliza Ganguly, and Yaokun Wu
- 12. Characterization of subsurface hydrocarbon/water saturation by processing subsurface electromagnetic logs using a modified Levenberg-Marquardt algorithm / Siddharth Misra, Pratiksha Tathed, and Yifu Han
- 13. Characterization of subsurface hydrocarbon/water saturation using Markov-chain Monte Carlo stochastic inversion of broadband electromagnetic logs / Siddharth Misra and Yifu Han.