Machine Learning-Based Prediction of Well Logs Guided by Rock Physics and Its Interpretation

The refinement of acquired well logs has traditionally relied on predefined rock physics models, albeit with their inherent limitations and assumptions. As an alternative, effective yet less explicit machine learning (ML) techniques have emerged. The integration of these two methodologies presents a...

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Bibliografiske detaljer

Principais autores:	Ji Zhang, Guiping Liu, Zhen Wei, Shengge Li, Yeheya Zayier, Yuanfeng Cheng
Format:	Artigo
Sprog:	Inglês
Udgivet:	MDPI AG 2025-01-01
Serier:	Sensors
Fag:	machine learning well logs rock physics SHapley Additive exPlanations (SHAP) explainable artificial intelligence (XAI)
Online adgang:	https://www.mdpi.com/1424-8220/25/3/836
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