Machine Learning and Artificial Intelligence in Geosciences
- ISBN-10
- 0128216840
- ISBN-13
- 9780128216842
- Category
- Science
- Pages
- 316
- Language
- English
- Published
- 2020-09-25
- Publisher
- Academic Press
Description
Advances in Geophysics, Volume 61 - Machine Learning and Artificial Intelligence in Geosciences, the latest release in this highly-respected publication in the field of geophysics, contains new chapters on a variety of topics, including a historical review on the development of machine learning, machine learning to investigate fault rupture on various scales, a review on machine learning techniques to describe fractured media, signal augmentation to improve the generalization of deep neural networks, deep generator priors for Bayesian seismic inversion, as well as a review on homogenization for seismology, and more. Provides high-level reviews of the latest innovations in geophysics Written by recognized experts in the field Presents an essential publication for researchers in all fields of geophysics
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