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Continuous Monitoring of Multi-Robot Based on Target Point Uncertainty

Guodong Yuan1,*, Jin Xie2

1 Faculty of Mechanical and Electrical Engineering, Lanzhou Jiaotong University, Lanzhou, 730070, China
2 School of Mathematics and Physics, Xidian University, Xi’an, 710126, China

* Corresponding Author: Guodong Yuan. Email: email

Journal on Artificial Intelligence 2025, 7, 1-16. https://doi.org/10.32604/jai.2025.061437

Abstract

This paper addresses the problem of access efficiency in multi-robot systems to the monitoring area. A distributed algorithm for multi-robot continuous monitoring, based on the uncertainty of target points, is used to minimize the uncertainty and instantaneous idle time of all target points in the task domain, while maintaining a certain access frequency to the entire task domain at regular time intervals. During monitoring, the robot uses shared information to evaluate the cumulative uncertainty and idle time of the target points, and combines the update list collected from adjacent target points with a utility function to determine the target points to be visited online. At the same time, the paper further delves into the impact of stability and scalability on multi-robot continuous monitoring algorithms in different surveillance environments. Finally, through simulation experiments and physical experiments in different environments, it has been demonstrated that the use of the algorithm presented in the paper leads to superior overall monitoring performance for robotic systems, providing assistance for research on large-scale robotic systems.

Keywords

Multi-robot system; uncertainty; idle time; continuous monitoring; utility function

Cite This Article

APA Style
Yuan, G., Xie, J. (2025). Continuous monitoring of multi-robot based on target point uncertainty. Journal on Artificial Intelligence, 7(1), 1–16. https://doi.org/10.32604/jai.2025.061437
Vancouver Style
Yuan G, Xie J. Continuous monitoring of multi-robot based on target point uncertainty. J Artif Intell. 2025;7(1):1–16. https://doi.org/10.32604/jai.2025.061437
IEEE Style
G. Yuan and J. Xie, “Continuous Monitoring of Multi-Robot Based on Target Point Uncertainty,” J. Artif. Intell., vol. 7, no. 1, pp. 1–16, 2025. https://doi.org/10.32604/jai.2025.061437



cc Copyright © 2025 The Author(s). Published by Tech Science Press.
This work is licensed under a Creative Commons Attribution 4.0 International License , which permits unrestricted use, distribution, and reproduction in any medium, provided the original work is properly cited.
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