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Application of XGBoost model for in-situ water saturation determination in Canadian oil-sands by LF-NMR and density data

Water saturation determination is among the most challenging tasks in petrophysical well-logging, which directly impacts the decision-making process in hydrocarbon exploration and production. Low-field nuclear magnetic resonance (LF-NMR) measurements can provide reliable evaluation. However, quantif...

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Detalles Bibliográficos
Autores principales: Markovic, Strahinja, Bryan, Jonathan L., Rezaee, Reza, Turakhanov, Aman, Cheremisin, Alexey, Kantzas, Apostolos, Koroteev, Dmitry
Formato: Online Artículo Texto
Lenguaje:English
Publicado: Nature Publishing Group UK 2022
Materias:
Acceso en línea:https://www.ncbi.nlm.nih.gov/pmc/articles/PMC9386009/
https://www.ncbi.nlm.nih.gov/pubmed/35977959
http://dx.doi.org/10.1038/s41598-022-17886-6