An industrial signal generation method based on a lightwei article linked dataght conditional diffusion model article linked data

This dataset contains the associated data of the article entitled “An industrial signal generation method based on a lightwei article linked dataght conditional diffusion model.” It is provided to support the main experimental results and research conclusions regarding the performance of LC-DiffAE on the XJTU-SY dataset and the three-axis bearing vibration dataset. The dataset consists of eight files. File 1 contains the overall model framework, the loss function optimization process, and related figures.

File 2 contains the experimental data acquisition platform, time- and frequency-domain analysis results of real signals, experimental settings, parameter comparison tables, and descriptions of the evaluation metrics. File 3 contains time- and frequency-domain analysis results of the generated signals, distribution similarity evaluation results, and comparison figures and data tables for the distribution overlap between real samples and samples generated by different models.