Robust-tuning machine learning algorithms for precise prediction of permeability impairment due to CaCO3 deposition - Khodabakhshi, Mohammad Javad; Bijani, Masoud; Hasani, Masoud (Scientific reports, 2025)
Keywords: 639/4077/4082; 639/4077/4082/4061; 639/4077/4082/4090; Algorithms; Artificial intelligence; Barium; CaCO3 deposition; Calcium carbonate; Calcium permeability; Carbon dioxide; Chemical reactions; Decreased permeability; Deep learning; Enhanced oil recovery; Flow velocity; Humanities and Social Sciences; Hydrochloric acid; Hyperparameter tuning; Investigations; Learning algorithms; Machine learning; Machine learning methods; multidisciplinary; Neural networks; Oil fields; Oil recovery; Permeability; Predictions; Regression analysis; Reservoirs; Salinity; Scale; Science; Science (multidisciplinary); Sedimentation & deposition; Sediments; Temperature; Water flooding; deposition; Decreased permeability; Scale; CaCO; Machine learning methods; Hyperparameter tuning