Uncertainty estimation in impedance inversion using Bayesian deep learning

Author:

Choi Junhwan1,Kim Dowan1,Byun Joongmoo1

Affiliation:

1. Hanyang University

Publisher

Society of Exploration Geophysicists

Cited by 8 articles. 订阅此论文施引文献 订阅此论文施引文献,注册后可以免费订阅5篇论文的施引文献,订阅后可以查看论文全部施引文献

1. Machine learning for seismic exploration: Where are we and how far are we from the holy grail?;GEOPHYSICS;2023-11-07

2. On the Application of Probabilistic Decline Curve Analysis to Unconventional Reservoirs;SPE Reservoir Evaluation & Engineering;2022-11-01

3. Reliable uncertainty estimation for seismic interpretation with prediction switches;Second International Meeting for Applied Geoscience & Energy;2022-08-08

4. Semi-supervised impedance inversion by Bayesian neural network based on 2-d CNN pre-training;SEG 2021 Workshop: 4th International Workshop on Mathematical Geophysics: Traditional & Learning, Virtual, 17–19 December 2021;2022-02-24

5. Example Forgetting: A Novel Approach to Explain and Interpret Deep Neural Networks in Seismic Interpretation;IEEE Transactions on Geoscience and Remote Sensing;2022

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