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November 4, 2025

Accelerating Reservoir Evaluation in the North Sea: A HybridPhysics-Guided Data-Driven Workflow for Remaining Oil Mapping

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Analytical approach improves remaining oil mapping and identifies infill drilling targets in North Sea, suggesting better redevelopment planning.

Infill drilling targets were identified using a hybrid workflow in the North Sea to improve hydrocarbon recovery.
The workflow integrated machine learning with traditional Decline Curve Analysis for enhanced predictions of oil volumes.
Assessments of geological uncertainties and back-testing validated the reliability of machine learning forecasts.
This approach offers a systematic way to evaluate late-life asset redevelopment, enhancing decision-making processes.

Moradi et al. (2025) studied this question.

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Analytical approach improves remaining oil mapping and identifies infill drilling targets in North Sea, suggesting better redevelopment planning.