LAPSE:2023.34771
Published Article
LAPSE:2023.34771
A Compensation Model for Packet Loss Using Kalman Filter in Wireless Network Control Systems
April 28, 2023
In Wireless Network Control System (WNCS), a study approach is relevant for the development and analysis of control strategies that provide the operation of dynamic systems. Among the real characteristics of the communication channels, a packet loss is one of the main deficiencies present in the transmission of data in a wireless network. For a dynamic system in the presence of losses, a filtering technique makes it possible to estimate system states using process output measurements and to mitigate a performance drop. It is important to study packet losses in Wireless Network Control Systems because packet loss can severely degrade the network performance. Wireless networks are particularly vulnerable to packet loss due to factors such as interference, fading and signal attenuation. The present work analyzed the behavior of a real WNCS plant at different levels of packet loss using the IEEE 802.15.4 protocol. Also, we propose a compensation model for packet loss using the Kalman filter. The packet loss process is based on a Gilbert-Elliot model and is compared with a Proportional-Integral-Derivative (PID) controller. The results show that by applying Kalman filters it is possible to improve the operation of the process in case of losses during data transmission. It was observed through the simulation that it is possible to reduce the error of the system output in relation to the reference in the presence of packet loss. For a loss ratio of 30%, the observed improvement in the system behavior with the use of the Kalman filter was 26.1%.
Keywords
control mesh, Kalman filter, packet loss, system control network, WNCS
Suggested Citation
Silva CAGD, Santos ELD. A Compensation Model for Packet Loss Using Kalman Filter in Wireless Network Control Systems. (2023). LAPSE:2023.34771
Author Affiliations
Silva CAGD: Electrical Engineering Department, Federal University of ParanĂ¡ (UFPR), Curitiba 81531-980, Brazil [ORCID]
Santos ELD: Federation of Industries of the State of ParanĂ¡ (FIEP), Curitiba 80215-090, Brazil [ORCID]
Journal Name
Energies
Volume
16
Issue
8
First Page
3329
Year
2023
Publication Date
2023-04-08
Published Version
ISSN
1996-1073
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Original Submission
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PII: en16083329, Publication Type: Journal Article
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LAPSE:2023.34771
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doi:10.3390/en16083329
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Apr 28, 2023
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