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On subspace system identification methods [PDF]

open access: yesModeling, Identification and Control, 2022
An open and closed loop subspace system identification algorithm DSRe is compared to competitive open loop algorithms, DSR, and N4SID. Additionally, DSRe is compared vs the optimal Prediction Error Method (PEM).
Christer Dalen, David Di Ruscio
doaj   +2 more sources

Bilinear System Identification Using Subspace Method

open access: yesمجلة بغداد للعلوم, 2007
In this paper, a subspace identification method for bilinear systems is used . Wherein a " three-block " and " four-block " subspace algorithms are used. In this algorithms the input signal to the system does not have to be white .
Baghdad Science Journal
doaj   +3 more sources

Subspace system identification

open access: yesIranian Journal of Electrical and Electronic Engineering, 2005
We give a general overview of the state-of-the-art in subspace system identification methods. We have restricted ourselves to the most important ideas and developments since the methods appeared in the late eighties.
J. Poshtan, H. Mojallali
doaj   +1 more source

Practical Implementation of Recursive Subspace Identification on Seismically Excited Structures with Fixed Window

open access: yesApplied Sciences, 2022
As one of the most catastrophic natural disasters worldwide, earthquakes and their effect on structures are very important to structural health monitoring (SHM), particularly for the ones living around the Pacific ring of fire.
Shieh-Kung Huang   +2 more
doaj   +1 more source

Subspace System Identification of a Pilot Tunnel System of a Combined Sewage System [PDF]

open access: yesModeling, Identification and Control, 2023
This paper presents an investigation into the potential use of subspace identification methods (SIMs) for model-based control of urban drainage systems (UDS) that play a crucial role in collecting and transporting stormwater runoff and domestic sewage to
Yongjie Wang, Finn Haugen
doaj   +1 more source

Comparing Subspace Methods for Closed Loop Subspace System Identification by Monte Carlo Simulations [PDF]

open access: yesModeling, Identification and Control, 2009
A novel promising bootstrap subspace system identification algorithm for both open and closed loop systems is presented. An outline of the SSARX algorithm by Jansson (2003) is given and a modified SSARX algorithm is presented.
David Di Ruscio
doaj   +1 more source

CESSIPy: A Python open-source module for stochastic system identification in civil engineering

open access: yesSoftwareX, 2022
This paper presents CESSIPy, a Python open-source module for identifying modal properties of a vibrating structure from output-only measurements. The identified properties are natural frequencies, damping ratios and modal shapes.
Matheus Roman Carini, Marcelo Maia Rocha
doaj   +1 more source

Deep subspace encoders for nonlinear system identification

open access: yesAutomatica, 2023
Accepted in ...
Beintema, G I   +2 more
openaire   +5 more sources

A Comparative Study of the Data-Driven Stochastic Subspace Methods for Health Monitoring of Structures: A Bridge Case Study

open access: yesApplied Sciences, 2020
Subspace system identification is a class of methods to estimate state-space model based on low rank characteristic of a system. State-space-based subspace system identification is the dominant subspace method for system identification in health ...
Hoofar Shokravi   +4 more
doaj   +1 more source

Subspace System Identification of the Kalman Filter [PDF]

open access: yesModeling, Identification and Control, 2003
Some proofs concerning a subspace identification algorithm are presented. It is proved that the Kalman filter gain and the noise innovations process can be identified directly from known input and output data without explicitly solving the Riccati ...
David Di Ruscio
doaj   +1 more source

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