Neural Network Learning NOGM Data

The system uses 1064nm pump and 1121nm single frequency continuous optical seeds to induce Raman effect in PM 980 and PM Raman fibers. The simulation uses MATLAB for computation, and the relevant computing devices are 12th Generation Intel Core i7-12650H processor (2.30 GHz) and NVIDIA GeForce RTX 4060 Laptop GPU.

The number of spectral sampling points is 4303, corresponding to the input of the initial Gaussian pulse pulse width, energy, and the position of the optical envelope transmitted in the fiber. The dataset is saved in MATLAB file format. Training_data_01 and training_data_SM00 are the training sets. The compressed file RM40nmSW corresponds to multiple spectral data transmitted in the PM Raman fiber during the drawing of the paper, including data for training, validation, testing, and generalization.