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A layer-specific constraint-based enriched physics-informed neural network for solving two-phase flow problems in heterogeneous porous media.

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Title: A layer-specific constraint-based enriched physics-informed neural network for solving two-phase flow problems in heterogeneous porous media.
Authors: Lin, Jing-Qi1,2, Yan, Xia1,2 20190025@upc.edu.cn, Wang, Er-Zhen3, Zhang, Qi4, Zhang, Kai2,5, Liu, Pi-Yang5, Zhang, Li-Ming1,2
Source: Petroleum Science (KeAi Communications Co.). Nov2025, Vol. 22 Issue 11, p4714-4735. 22p.
Database: Academic Search Ultimate
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  Data: <searchLink fieldCode="JN" term="%22Petroleum+Science+%28KeAi+Communications+Co%2E%29%22">Petroleum Science (KeAi Communications Co.)</searchLink>. Nov2025, Vol. 22 Issue 11, p4714-4735. 22p.
PLink https://search.ebscohost.com/login.aspx?direct=true&site=eds-live&db=asn&AN=190317942
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        Value: 10.1016/j.petsci.2025.07.008
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              Text: Nov2025
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