most citedPhysics informed neural network for forward and inverse radiation heat transfer in graded-index medium

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math.NA2025

A residual weighted physics informed neural network for forward and inverse problems of reaction diffusion equations

K. Murari, P. Roul, S. Sundar

In this work, we propose the Residual-Weighted Physics-Informed Neural Network (RW-PINN), a new method designed to enhance the accuracy of Physics-Informed Neural Network (PINN) ba…

math.NA2024★ 1 cited

Physics informed neural network for forward and inverse radiation heat transfer in graded-index medium

K. Murari, S. Sundar

Radiation heat transfer in a graded-index medium often suffers accuracy problems due to the gradual changes in the refractive index. The finite element method, meshfree, and other…