Dimensionality Reduction Based Method for Design and Optimization of Optical Nanostructures Using Neural Network

Here, we leverage a machine learning technique as an efficient alternative approach to traditional optimization techniques to significantly reduce the computation cost of the forward design problem in the optimization process of optical devices.