AINeutralarXiv – CS AI · 5d ago4/104
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Data-Augmented Deep Learning for Downhole Depth Sensing and Validation
Researchers developed a data-augmented deep learning system for accurate downhole depth sensing in oil and gas wells using casing collar locator (CCL) technology. The system addresses limited real well data challenges through comprehensive preprocessing methods, achieving F1 score improvements of up to 0.057 for collar recognition models.