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From 3 Hours to 12 Minutes: Automating Seismic-Well Ties with ML

2023-01-12 09:48 Research papers Tools
Are you tired of spending hours manually aligning seismic and well data? In this video, I'll show you how machine learning can revolutionize the seismic-well tie process. You'll see how we used ML to automate the alignment and drastically reduce the time it takes to complete the task. Not only is the automated method faster, it also produces more stable results than the manual approach.

📓 Resources:
Improved seismic well tie by integrating variable-size window resampling with well-tie net - https://www.sciencedirect.com/science/article/pii/S0920410521010172
Partial automation of the seismic to well tie with deep learning and Bayesian optimization - https://www.sciencedirect.com/science/article/pii/S0098300422000784
GitHub - https://github.com/dlseis/dlseis_well_tie