DocumentCode
189555
Title
Residual generator for cardiovascular anomalies detection
Author
Belkhatir, Zehor ; Laleg-Kirati, Taous Meriem ; Tadjine, M.
Author_Institution
Electr. & Math. Sci. & Eng. Div., King Abdullah Univ. of Sci. & Technol., Thuwal, Saudi Arabia
fYear
2014
fDate
24-27 June 2014
Firstpage
1862
Lastpage
1868
Abstract
This paper discusses the possibility of using observer-based approaches for cardiovascular anomalies detection and isolation. We consider a lumped parameter model of the cardiovascular system that can be written in a form of nonlinear state-space representation. We show that residuals that are sensitive to variations in some cardiovascular parameters and to abnormal opening and closure of the valves, can be generated. Since the whole state is not easily available for measurement, we propose to associate the residual generator to a robust extended kalman filter. Numerical results performed on synthetic data are provided.
Keywords
Kalman filters; cardiovascular system; medical control systems; nonlinear control systems; observers; state-space methods; cardiovascular anomalies detection; lumped parameter model; nonlinear state-space representation; observer-based approach; residual generator; robust extended Kalman filter; Biological system modeling; Generators; Mathematical model; Physiology; Robustness; Valves; Vectors; Cardiovascular system; fault detection; observer-based approach; residual generator;
fLanguage
English
Publisher
ieee
Conference_Titel
Control Conference (ECC), 2014 European
Conference_Location
Strasbourg
Print_ISBN
978-3-9524269-1-3
Type
conf
DOI
10.1109/ECC.2014.6862573
Filename
6862573
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