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Author

Samuel Kincel

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Conference Sep 2026

Activation Function Effects in Physics-Informed Neural Networks for One-Dimensional Signal Prediction

Physics-informed neural networks provide a mesh-free way of solving differential equations by embedding governing physical laws directly into the training objective. This paper evaluates their suitability for one-dimensional signal prediction governed by representative partial differential equations. Three equations wi...

Marek Ružička, Samuel Kincel, Juraj Gazda · 0 citations

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