Derives wellbore kinematic models from differential geometry and applies a rigorously derived GRU network to LAS and DEV data from 14 Gulfaks wells for trajectory prediction with MAE, RMSE, and R2 evaluation.
”Mathematical basis of the minimum curvature, or angle averaging, method of calculating directional surveys.” Unpublished paper, 1973
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A Geomechanically-Informed Framework for Wellbore Trajectory Prediction: Integrating First-Principles Kinematics with a Rigorous Derivation of Gated Recurrent Networks
Derives wellbore kinematic models from differential geometry and applies a rigorously derived GRU network to LAS and DEV data from 14 Gulfaks wells for trajectory prediction with MAE, RMSE, and R2 evaluation.