3 papers
eess.SY2020
Identification of MISO systems in Minimal Realization Form
Chaithanya K. Donda, Deepak Maurya, Arun K. Tangirala +1
The paper is concerned with identifying transfer functions of individual input channels in minimal realization form of a Multi-Input Single Output (MISO) from the input-output data…
eess.SY2020
ARX Model Identification using Generalized Spectral Decomposition
Deepak Maurya, Arun K. Tangirala, Shankar Narasimhan
This article is concerned with the identification of autoregressive with exogenous inputs (ARX) models. Most of the existing approaches like prediction error minimization and state…
cs.LG2020
Incorporating prior knowledge about structural constraints in model identification
Deepak Maurya, Sivadurgaprasad Chinta, Abhishek Sivaram +1
Model identification is a crucial problem in chemical industries. In recent years, there has been increasing interest in learning data-driven models utilizing partial knowledge abo…