Identification of Errors-in-Variables ARX Models Using Modified Dynamic Iterative PCA

no code implementations • 30 Nov 2020 • Deepak Maurya, Arun K. Tangirala, Shankar Narasimhan

We propose a novel identification algorithm based on a modified Dynamic Iterative Principal Components Analysis (DIPCA) approach for identifying the EIV-ARX model for single-input, single-output (SISO) systems where the output measurements are corrupted with coloured noise consistent with the ARX model.

Identification of MISO systems in Minimal Realization Form

1 code implementation • 12 Aug 2020 • Chaithanya K. Donda, Deepak Maurya, Arun K. Tangirala, Shankar Narasimhan

In this work, we deal with the challenging problem of identifying order, delay in each input of minimal realization form separately while estimating the transfer functions.

Systems and Control Systems and Control

ARX Model Identification using Generalized Spectral Decomposition

3 code implementations • 11 Aug 2020 • Deepak Maurya, Arun K. Tangirala, Shankar Narasimhan

This article is concerned with the identification of autoregressive with exogenous inputs (ARX) models.

Systems and Control Systems and Control