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R. Muneer

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#artificial intelligence Sep 2026

Predicting Fines Migration Threshold in Sandstone Reservoir: A Machine Learning Framework for Predicting Critical Salt Concentration

Fines migration is a well-documented phenomenon in sandstones, which impairs permeability and causes productivity and injectivity issues. Critical salt concentration (CSC) defines the lowest brine salinity below which fines detach from sand surface due to increased repulsive forces between fines and sand. While prior...

S. Belkhir, R. Muneer, Y. Alblooshi et al. · 0 citations
Open access Aug 2026

Physics-Guided Machine Learning for Predicting Critical Salt Concentration and pH in Sandstone Reservoirs

Fines migration is a critical formation-damage mechanism in sandstone reservoirs, causing permeability reduction and injectivity loss during water flooding and injection operations. The onset of fines mobilization is governed by various key physicochemical thresholds, including critical salt concentration (CSC) and cri...

S. Belkhir, R. Muneer, Mariam Shakeel et al. · 0 citations

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