Probabilistic model-error assessment of deep learning proxies: an application to real-time inversion of borehole electromagnetic measurements
The advent of fast sensing technologies allow for real-time model updates in many
applications where the model parameters are uncertain. Once the observations are …
applications where the model parameters are uncertain. Once the observations are …
How do deep-learning framework versions affect the reproducibility of neural network models?
In the last decade, industry's demand for deep learning (DL) has increased due to its high
performance in complex scenarios. Due to the DL method's complexity, experts and non …
performance in complex scenarios. Due to the DL method's complexity, experts and non …
Neural network architecture optimization using automated machine learning for borehole resistivity measurements
Deep neural networks (DNNs) offer a real-time solution for the inversion of borehole
resistivity measurements to approximate forward and inverse operators. Using extremely …
resistivity measurements to approximate forward and inverse operators. Using extremely …
A robust inversion of logging-while-drilling responses based on deep neural network
G Zhu, M Gao, B Wang - Acta Geophysica, 2024 - Springer
Resistivity inversion plays a significant role in recent geological exploration, which can
obtain formation information through logging data. However, resistivity inversion faces …
obtain formation information through logging data. However, resistivity inversion faces …
Electromagnetic imaging and deep learning for transition to renewable energies: a technology review
Electromagnetic imaging is a technique that has been employed and perfected to
investigate the Earth subsurface over the past three decades. Besides the traditional …
investigate the Earth subsurface over the past three decades. Besides the traditional …
A deep learning-assisted inversion for EM logging tool with tilted-coil antennas in VTI media
M Gao, G Zhu - Acta Geophysica, 2024 - Springer
An electromagnetic (EM) logging tool with tilted-coil antennas is essential in geoelectrical
resistivity measurement for its enhanced capability to discern formation dip, azimuth, and …
resistivity measurement for its enhanced capability to discern formation dip, azimuth, and …