In the article "Generating Synthetic Time Series for Machine-Learning-Empowered Monitoring of Electric Motor Test Benches", Tobias Westmeier, Diego Botache, Maarten Bieshaar and Benhard Sick propose the use of synthetically generated time series, based on an low dimensional latent representation, to train algorithms for monitoring an electric motor test bench.
