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An enhanced physics-informed deep learning framework for solving variable-coefficient heat conduction problems with temperature-dependent thermal conductivity and nonlinear source terms

Meseret Cherkos Tessema, Tamrat Temesgen Dufera, Mitiku Daba Firdi, Alemayehu Tamirie Deresse

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Source: Crossref

Published: Aug 6, 2026

DOI: 10.1080/00207160.2026.2713517

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An enhanced physics-informed deep learning framework for solving variable-coefficient heat conduction problems with temperature-dependent thermal conductivity and nonlinear source terms — Mathematical Frontier Network