An LMI-based discrete time nonlinear observer for Light-Emitting Diode optical communication
Name:
1-s2.0-S0005109822001571-main.pdf
Size:
1.618Mb
Format:
PDF
Description:
Published Version
Type
ArticleAuthors
Ndoye, Ibrahima
Zhang, Ding
Adil, Ania
Zemouche, Ali
Rajamani, Rajesh
Laleg-Kirati, Taous-Meriem

KAUST Department
Computational Bioscience Research Center (CBRC)Computer, Electrical and Mathematical Science and Engineering (CEMSE) Division
Electrical and Computer Engineering Program
Estimation, Modeling and ANalysis Group
KAUST Grant Number
BAS/1/1627-01-01Date
2022-04-23Permanent link to this record
http://hdl.handle.net/10754/677905
Metadata
Show full item recordAbstract
Light-Emitting Diode (LED) optical wireless communication is a potentially low-cost, sustainable approach for enabling high-speed free-space and underwater transmissions within a limited communication range. Establishing a tightly controlled line of sight (LOS) between transmitter and receiver is a significant challenge because the angle of the alignment is not directly measured and has to be estimated. To address this problem, we propose a novel switched-gain discrete-time nonlinear observer for an LED-based optical communication model in which the nonlinear output functions are composed of nonlinear vector functions of multi-scalar combinations of the states. Lyapunov function-based analysis that ensures global stability is used to design the proposed observer in each piecewise monotonic region of the LED output functions. Furthermore, we prove via a quadratic Lyapunov-based approach that a constant stabilizing observer gain design approach has no feasible solution when the entire LED optical communication range is considered. Therefore, a suitable switched-gain nonlinear observer is derived for non-monotonic output measurement equations. Simulation results are shown together with extensive comparisons with the Extended Kalman Filter (EKF) to illustrate the performance of the proposed switched-gain observer design.Citation
N’Doye, I., Zhang, D., Adil, A., Zemouche, A., Rajamani, R., & Laleg-Kirati, T.-M. (2022). An LMI-based discrete time nonlinear observer for Light-Emitting Diode optical communication. Automatica, 141, 110309. https://doi.org/10.1016/j.automatica.2022.110309Sponsors
Supported by the King Abdullah University of Science and Technology (KAUST), Saudi Arabia through Base Research Fund (BAS/1/1627-01-01). The 21st IFAC World Congress (IFAC 2020), July 12–17, 2020, Berlin, Germany. This paper was recommended for publication in revised form by Associate Editor Angelo Alessandri under the direction of Editor Thomas Parisini.Publisher
Elsevier BVJournal
AutomaticaAdditional Links
https://linkinghub.elsevier.com/retrieve/pii/S0005109822001571ae974a485f413a2113503eed53cd6c53
10.1016/j.automatica.2022.110309
Scopus Count
Except where otherwise noted, this item's license is described as © 2022 The Author(s). Published by Elsevier Ltd. This is an open access article under the CC BY-NC-ND license (http://creativecommons.org/licenses/by-nc-nd/4.0/).