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Author

Shou-Ceng Tian

2 papers indexed here

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Aug 2026

Data-Driven Prediction of Oil-Based Drilling Fluid Rheology: An Integrated Automated Machine Learning and Shapley Additive Explanations Interpretation Framework

Deep oil and gas resources have become a key strategic frontier for future reserve replacement and production growth. However, the complex downhole conditions in deep formations tend to reduce hole-cleaning efficiency and increase the risk of wellbore instability, making precise regulation of drilling fluid rheology...

Jin-Tao Weng, Jian-Long Wang, Ren Wang et al. · 0 citations
Sep 2026

Transformer-Based Surrogate Model for Prediction of Hydraulic Fracture Geometry

We developed a computationally efficient and accurate surrogate model to assess key descriptors of fracture geometry during reservoir stimulation associated with unconventional subsurface energy scenarios. The work is motivated by the observation that accurate quantification of fracture length, width, and height is k...

Lu-Yao Wang, Qin-Zhuo Liao, Jin-Liang Xie et al. · 0 citations

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