Approaches to robust process identification: A review and tutorial of probabilistic methods

H Kodamana, B Huang, R Ranjan, Y Zhao, R Tan… - Journal of Process …, 2018 - Elsevier
Industrial data sets are often contaminated with outliers due to sensor malfunctions, signal
interference, and other disturbances as well as interplay of various other factors. The effect …

[图书][B] Errors-in-variables methods in system identification

T Söderström - 2018 - books.google.com
This book presents an overview of the different errors-in-variables (EIV) methods that can be
used for system identification. Readers will explore the properties of an EIV problem. Such …

[PDF][PDF] Recent advancements & methodologies in system identification: A review

IM Yassin, MN Taib, R Adnan - Scientific Research Journal, 2013 - academia.edu
System Identification (SI) is a discipline in control engineering concerned with inferring
mathematical models from dynamic systems based on its input/output observations. Rich …

Non-asymptotic confidence regions for the transfer functions of errors-in-variables systems

MM Khorasani, E Weyer - IEEE Transactions on Automatic …, 2021 - ieeexplore.ieee.org
Finite-sample system identification (FSID) methods provide guaranteed confidence regions
for the unknown model parameter of dynamical systems under mild statistical assumptions …

Can errors-in-variables systems be identified from closed-loop experiments?

T Söderström, L Wang, R Pintelon, J Schoukens - Automatica, 2013 - Elsevier
Errors-in-variables (EIV) systems are known to be identifiable not generally, but under some
specific conditions. These conditions are normally formulated for open-loop systems. This …

Errors-in-variables methods in system identification

T Söderström - IFAC Proceedings Volumes, 2006 - Elsevier
The paper gives a survey of errors-in-variables methods in system identification.
Background and motivation are given, and examples illustrate why the identification problem …

Data-driven based identification of closed-loop errors-in-variables systems: a cascaded case

CQ Huang, YY Shen - International Journal of Control, 2024 - Taylor & Francis
Identification of the EIV system has attracted much interest due to the potential usage of the
EIV system in the engineering sciences and elsewhere. It is a more difficult problem in …

Robust control oriented identification of errors-in-variables models based on normalised coprime factors

LH Geng, DY Xiao, T Zhang… - International Journal of …, 2012 - Taylor & Francis
A robust control oriented identification approach is proposed to deal with the identification of
errors-in-variables models (EIVMs), which are corrupted with input and output noises. Based …

A convex optimization algorithm for frequency‐domain identification in the v‐gap metric

LH Geng, SG Cui, L Zhao, HQ Lin - International Journal of …, 2015 - Wiley Online Library
This paper proposes a convex optimization algorithm to minimize the v‐gap metric for
parameter estimation of a SISO system using frequency‐domain measurements. According …

A weighting function design method for the H-infinity loop-shaping design procedure

L Geng, Z Yang, Y Zhang - 2018 Chinese Control And …, 2018 - ieeexplore.ieee.org
This paper proposes a shaping weighting function (SWF) design method for the H∞ loop-
shaping design procedure of McFarlane and Glover. In the original H∞ loop-shaping design …