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Secure Beamforming and Obstacle Avoidance Trajectory Design for UAV-Assisted ISAC

Published: 04 December 2024 Publication History

Abstract

Unmanned aerial vehicles (UAVs), known for their high flexibility and maneuverability, are regarded as the aerial platforms of future integrated sensing and communication (ISAC) networks. The communication and sensing functions of ISAC share the same spectrum and signal waveform, which often results in communication information being embedded within the sensing waveforms, thereby increasing the risk of information leakage. To enhance the security of UAV-assisted ISAC, we propose a beamforming strategy based on the mutual cooperation between communication and sensing. Specifically, by utilizing the sensing function to process echo signals, we estimate the positions of potential eavesdroppers and obstacles, which supports subsequent obstacle avoidance trajectory planning and physical layer security design. To ensure the transmission secrecy, we introduce artificial noise into the system. By designing the UAV transmit beamforming and the covariance matrix of the artificial noise, we formulate an optimization problem that aims to minimize the signal-to-noise ratio (SNR) received by the eavesdropper. To address this non-convex optimization problem, we propose an optimization algorithm that combines Dinkelbach's transform and semidefinite relaxation (SDR). Simulation results demonstrate that the SNR of eavesdropper remains at a low level throughout the flight of UAV, validating the effectiveness of the proposed scheme.

References

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Shusen Cai, Li Chen, Yunfei Chen, Huarui Yin, and Weidong Wang. 2023. Pulse-Based ISAC: Data Recovery and Ranging Estimation for Multi-Path Fading Channels. IEEE Transactions on Communications 71, 8 (2023), 4819--4838.
[2]
Ying Ju, Zhiwei Cao, Yuchao Chen, Lei Liu, Qingqi Pei, Shahid Mumtaz, Mianxiong Dong, and Mohsen Guizani. 2024. NOMA-Assisted Secure Offloading for Vehicular Edge Computing Networks With Asynchronous Deep Reinforcement Learning. IEEE Transactions on Intelligent Transportation Systems 25, 3 (2024), 2627--2640.
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Ying Ju, Zipeng Gao, Haoyu Wang, Lei Liu, Qingqi Pei, Mianxiong Dong, Shahid Mumtaz, and Victor C. M. Leung. 2024. Energy-Efficient Cooperative Secure Communications in mmWave Vehicular Networks Using Deep Recurrent Reinforcement Learning. IEEE Transactions on Intelligent Transportation Systems (2024), 1--16.
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Zhonghao Lyu, Guangxu Zhu, and Jie Xu. 2023. Joint Maneuver and Beamforming Design for UAV-Enabled Integrated Sensing and Communication. IEEE Transactions on Wireless Communications 22, 4 (2023), 2424--2440.
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Kaitao Meng, Qingqing Wu, Shaodan Ma, Wen Chen, and Tony Q. S. Quek. 2022. UAV Trajectory and Beamforming Optimization for Integrated Periodic Sensing and Communication. IEEE Wireless Communications Letters 11, 6 (2022), 1211--1215.
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Kaitao Meng, Qingqing Wu, Shaodan Ma, Wen Chen, Kunlun Wang, and Jun Li. 2023. Throughput Maximization for UAV-Enabled Integrated Periodic Sensing and Communication. IEEE Transactions on Wireless Communications 22, 1 (2023), 671--687.
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Zhongxiang Wei, Fan Liu, Christos Masouros, Nanchi Su, and Athina P. Petropulu. 2022. Toward Multi-Functional 6G Wireless Networks: Integrating Sensing, Communication, and Security. IEEE Communications Magazine 60, 4 (2022), 65--71.
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Jun Wu, Weijie Yuan, and Lajos Hanzo. 2023. When UAVs Meet ISAC: Real-Time Trajectory Design for Secure Communications. IEEE Transactions on Vehicular Technology 72, 12 (2023), 16766--16771.
[9]
Qingqing Wu, Jie Xu, Yong Zeng, Derrick Wing Kwan Ng, Naofal Al-Dhahir, Robert Schober, and A. Lee Swindlehurst. 2021. A Comprehensive Overview on 5G-and-Beyond Networks With UAVs: From Communications to Sensing and Intelligence. IEEE Journal on Selected Areas in Communications 39, 10 (2021), 2912--2945.
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Zhutian Yang, Dongdong Li, Nan Zhao, Zhilu Wu, Yonghui Li, and Dusit Niyato. 2022. Secure Precoding Optimization for NOMA-Aided Integrated Sensing and Communication. IEEE Transactions on Communications 70, 12 (2022), 8370--8382.

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  1. Secure Beamforming and Obstacle Avoidance Trajectory Design for UAV-Assisted ISAC

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        cover image ACM Conferences
        ACM MobiCom '24: Proceedings of the 30th Annual International Conference on Mobile Computing and Networking
        December 2024
        2476 pages
        ISBN:9798400704895
        DOI:10.1145/3636534
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        Published: 04 December 2024

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        Author Tags

        1. ISAC
        2. artificial noise
        3. beamforming
        4. UAV
        5. trajectory design

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