The machine learning techniques and digital neural networks currently used to solve PDEs involve passing the equation through a network of computational nodes, each of which weights its output as it ...

The researchers’ device applies principles of neural networking to an optical framework. As a wave encoded with a PDE passes through the ONE’s series of components, its properties gradually shift and ...