2 papers
eess.SY2026
State-Space Neural Network with Ordered Variance for Model Order Determination
Midhun T. Augustine, Mani Bhushan, Sharad Bhartiya
This paper addresses the problem of identifying a nonlinear state-space model, along with an adequate model order, from a given input-output training dataset. To this end, a novel…
eess.SY2026
Discovering Nonlinear Static Relationships in Unlabeled Dataset using Autoencoder with Ordered Variance
Midhun T. Augustine, Parag Patil, Mani Bhushan +1
This paper presents an autoencoder with ordered variance (AEO), in which the conventional reconstruction loss is augmented by a variance-based regularization term that promotes an…