JOURNAL ARTICLE

Multi-UAV Cooperative Path Planning with Monitoring Privacy Preservation

Yang ChenYifei ShuMian HuXingang Zhao

Year: 2022 Journal:   Applied Sciences Vol: 12 (23)Pages: 12111-12111   Publisher: Multidisciplinary Digital Publishing Institute

Abstract

UAVs have shown great potential application in persistent monitoring, but still have problems such as difficulty in ensuring monitoring frequency and easy leakage of monitoring path information. Therefore, under the premise of covering all monitoring targets by UAVs, it is necessary to improve the monitoring frequency of the target and the privacy protection of the monitoring intention as much as possible. In response to the above problems, this research proposes monitoring overdue time to evaluate the monitoring frequency and monitoring period entropy in order to evaluate the ability to ensure monitoring privacy protection. It then establishes a multi-UAV cooperative persistent monitoring path planning model. In addition, the multi-group ant colony optimization algorithm, called overdue-aware multiple ant colony optimization (OMACO), is improved based on the monitoring overdue time. Finally, an optimal flight path for multi-UAV monitoring with high monitoring frequency and strong privacy preservation of monitoring intention is obtained. The simulation results show that the method proposed in this paper can effectively improve the monitoring frequency of each monitoring node and the privacy preservation of the UAV monitoring path and has great significance for enhancing security monitoring and preventing intrusion.

Keywords:
Computer science Ant colony optimization algorithms Path (computing) Intrusion detection system Intrusion Real-time computing Computer security Continuous monitoring Engineering Computer network Artificial intelligence Operations management

Metrics

8
Cited By
0.99
FWCI (Field Weighted Citation Impact)
28
Refs
0.74
Citation Normalized Percentile
Is in top 1%
Is in top 10%

Citation History

Topics

Robotic Path Planning Algorithms
Physical Sciences →  Computer Science →  Computer Vision and Pattern Recognition
UAV Applications and Optimization
Physical Sciences →  Engineering →  Aerospace Engineering
Distributed Control Multi-Agent Systems
Physical Sciences →  Computer Science →  Computer Networks and Communications
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