Deeper Physics-Informed Neural Networks: Enhancing Expressivity and Overcoming Initialization Pathologies

Deeper Physics-Informed Neural Networks (Deeper-PINNs) utilize element-wise multiplication to transform features into high-dimensional, non-linear spaces, enabling them to alleviate initialization pathologies and enhance the expressive capability of traditional Physics-Informed Neural Networks (PINNs).