Multiple machine learning algorithms for lithofacies prediction in the deltaic depositional system of the lower Goru Formation, Lower Indus Basin, Pakistan

Abstract Machine learning techniques for lithology prediction using wireline logs have gained prominence in petroleum reservoir characterization due to the cost and time constraints of traditional methods such as core sampling and manual log interpretation. This study evaluates and compares several...

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Autori principali:	Muhammad Ansar Saleem, Ghulam Mohyuddin Sohail, Saif Ur Rehman, Qamar Yasin, Ahmed E. Radwan
Natura:	Artigo
Lingua:	Inglês
Pubblicazione:	Nature Portfolio 2025-10-01
Serie:	Scientific Reports
Soggetti:	Machine learning Random forest Decision tree Wireline logs Lower Goru Formation
Accesso online:	https://doi.org/10.1038/s41598-025-18670-y
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