AN-D2NN: Classification of Modes with Amplitude Nonlinear Diffractive Deep Neural Network

This study introduces an amplitude-nonlinear diffractive deep neural network (AN-D2NN), which enhances LP mode classification accuracy. A three-layer AN-D2NN demonstrates superiority optimized by reinforcement learning. Experimental results confirm exceptional performance with 98.7% accuracy.