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Improving PINN Convergence in Nonlinear Multiphase Flow Problems Through Weight Gradient Consistency Analysis.

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Title: Improving PINN Convergence in Nonlinear Multiphase Flow Problems Through Weight Gradient Consistency Analysis.
Authors: Aminev, Damir1 (AUTHOR), Kravchenko, Marina1,2 (AUTHOR) kravchenko.m@gubkin.ru, Smirnov, Nikolay2,3 (AUTHOR)
Source: Mathematics (2227-7390). Jun2026, Vol. 14 Issue 11, p1832. 22p.
Database: Academic Search Ultimate
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  Data: <searchLink fieldCode="JN" term="%22Mathematics+%282227-7390%29%22">Mathematics (2227-7390)</searchLink>. Jun2026, Vol. 14 Issue 11, p1832. 22p.
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RecordInfo BibRecord:
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    Identifiers:
      – Type: doi
        Value: 10.3390/math14111832
    Languages:
      – Code: eng
        Text: English
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        PageCount: 22
        StartPage: 1832
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      – TitleFull: Improving PINN Convergence in Nonlinear Multiphase Flow Problems Through Weight Gradient Consistency Analysis.
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            NameFull: Aminev, Damir
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            NameFull: Kravchenko, Marina
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            NameFull: Smirnov, Nikolay
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            – D: 01
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              Text: Jun2026
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              Y: 2026
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              Value: 14
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              Value: 11
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