Prasanga N. Samarasinghe

Point Neuron Learning for broadband array processing

2025

Whilst Physics Informed Neural Networks (PINNs) solve certain limitations of traditional networks, they also have several drawbacks including inability to approximate PDEs that have sharp gradients, strong non-linearities and convergence to trivial solutions. Recently, we …