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Ensemble learning for well-logging prediction of shale mineral composition and brittleness index: a case from the Qingshankou Formation, Songliao Basin

Accurate evaluation of rock mechanical properties in shale reservoirs is essential for optimizing hydraulic fracturing design and achieving efficient development. To address the challenges in conventional petrophysical evaluation caused by complex mineral composition and strong heterogeneity of shal...

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Principais autores: Shichen Xu, Yueyang Zhang, Rixin Zhao, Xiaodong Dai, Yuanhui Liao, Haibo Jiang, Yaohui Xu
Formato: Artigo
Idioma:Inglês
Publicado em: Frontiers Media S.A. 2026-06-01
coleção:Frontiers in Earth Science
Assuntos:
brittleness index
ensemble learning
shale oil
Songliao Basin
well logging evaluation
Acesso em linha:https://www.frontiersin.org/articles/10.3389/feart.2026.1811335/full
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