Before revision:  We created a toy dataset with a  non-linear system to test the Full Encoder and compare its results to VAE and beta-VAE's results .
After revision:  These qualities will make FE useful for analyzing real-life industrial non-linear systems. To validate, we created a toy dataset with a non-linear system to test the Full Encoder and compare its results to VAE and beta-VAE's results .