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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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ISSN:22277390
DOI:10.3390/math14111832