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无人机辅助通感一体化系统中的信息年龄分析优化

于宝泉 杨炜伟 王权 张若愚 蔡跃明

于宝泉, 杨炜伟, 王权, 张若愚, 蔡跃明. 无人机辅助通感一体化系统中的信息年龄分析优化[J]. 电子与信息学报, 2024, 46(5): 1996-2003. doi: 10.11999/JEIT231175
引用本文: 于宝泉, 杨炜伟, 王权, 张若愚, 蔡跃明. 无人机辅助通感一体化系统中的信息年龄分析优化[J]. 电子与信息学报, 2024, 46(5): 1996-2003. doi: 10.11999/JEIT231175
YU Baoquan, YANG Weiwei, WANG Quan, ZHANG Ruoyu, CAI Yueming. Age of Information Analysis and Optimization in Unmanned Aerial Vehicles-assisted Integrated Sensing and Communication Systems[J]. Journal of Electronics & Information Technology, 2024, 46(5): 1996-2003. doi: 10.11999/JEIT231175
Citation: YU Baoquan, YANG Weiwei, WANG Quan, ZHANG Ruoyu, CAI Yueming. Age of Information Analysis and Optimization in Unmanned Aerial Vehicles-assisted Integrated Sensing and Communication Systems[J]. Journal of Electronics & Information Technology, 2024, 46(5): 1996-2003. doi: 10.11999/JEIT231175

无人机辅助通感一体化系统中的信息年龄分析优化

doi: 10.11999/JEIT231175
基金项目: 国家自然科学基金(62171464, 62201266)
详细信息
    作者简介:

    于宝泉:男,博士,讲师,研究方向为信息年龄、短包通信等

    杨炜伟:男,博士,副教授,研究方向为协同通信、认知物联网、隐蔽通信等

    王权:男,硕士,助理工程师,研究方向为移动通信、信息通信等

    张若愚:男,博士,副教授,研究方向为大规模MIMO、通感一体化技术等

    蔡跃明:男,博士,教授,研究方向为移动通信、协同通信、通信安全等

    通讯作者:

    杨炜伟 wwyang1981@163.com

  • 中图分类号: TN926

Age of Information Analysis and Optimization in Unmanned Aerial Vehicles-assisted Integrated Sensing and Communication Systems

Funds: The National Natural Science Foundation of China (62171464, 62201266)
  • 摘要: 在许多监测控制任务中,由于被监测目标和控制中心距离较远,控制中心难以直接获取目标实时的状态信息。无人机(UAV)可以发挥其高移动性优势,减少感知和通信距离,进而提升感知和通信能力,为远距离目标状态信息实时获取问题提供了新思路。对此,该文研究了UAV辅助通感一体化系统中的信息年龄(AoI)分析优化问题,首先分析了控制中心的状态更新过程,然后推导出平均峰值AoI的闭式表达式。进一步地,在多UAV多目标场景中,通过优化UAV在空中的感知位置和通信位置以及UAV和目标的匹配关系,来进一步降低系统的平均峰值AoI,改善状态更新的实时性。仿真结果验证了理论分析的正确性,同时表明了相比于对比方法,所提优化方法可以有效改善系统的AoI性能。
  • 图  1  系统模型

    图  2  AoI更新过程

    图  3  平均峰值AoI随UAV高度变化图

    图  4  单UAV单目标下3种不同优化方法性能对比图

    图  5  多UAV多目标下两种不同优化方法性能对比图

    图  6  多UAV多目标下不同任务平均峰值AoI性能图

    1  AoI性能优化算法

     初始化:${x_{\text{c}}}\left( 0 \right)$, ${x_{\text{s}}}\left( 0 \right)$, ${\boldsymbol{Q}}$。
     For $m = 1:M$
      For $k = 1:K$
       $t = 0$
       Do
        对于$x_{\text{c}}^m \in \left[ {\min \left\{ {x_{\text{s}}^m\left( t \right),{x_1}} \right\},\min \left\{ {x_{\text{s}}^m\left( t \right),{x_2}} \right\}} \right]$,采用
        黄金分割法得到优化后的$x_{\text{c}}^m\left( {t + 1} \right)$。
        对于$ x_{\text{s}}^m \in \left[ {x_{\text{c}}^m\left( {t + 1} \right),X} \right] $,采用黄金分割法得到最佳的
        $x_{\text{s}}^m\left( {t + 1} \right)$。
        $t \leftarrow t + 1$。
      Until $t > {t_{\max }}$
      根据优化后的$x_{\text{c}}^m$和$x_{\text{s}}^m$,计算得到最小的平均峰值AoI$\bar \varDelta {_k^{m*}}$。
      If $\bar \varDelta {_k^{m*}} \le \tau $
        $Q_k^m \leftarrow \bar \varDelta _{k^{m*}}$。
      Else
        $Q_k^m \leftarrow \infty $。
       End If
      End for
     End for
     采用匈牙利算法优化UAV与被监测目标的匹配关系,得到${{\boldsymbol{Q}}^*}$。
    下载: 导出CSV
  • [1] ABD-ELMAGID M A, PAPPAS N, and DHILLON H S. On the role of age of information in the internet of things[J]. IEEE Communications Magazine, 2019, 57(12): 72–77. doi: 10.1109/MCOM.001.1900041.
    [2] CAO Jie, ZHU Xu, SUN Sumei, et al. Toward industrial metaverse: Age of information, latency and reliability of short-packet transmission in 6G[J]. IEEE Wireless Communications, 2023, 30(2): 40–47. doi: 10.1109/MWC.2001.2200396.
    [3] JIANG Zhiyuan, KRISHNAMACHARI B, ZHENG Xi, et al. Timely status update in wireless uplinks: Analytical solutions with asymptotic optimality[J]. IEEE Internet of Things Journal, 2019, 6(2): 3885–3898. doi: 10.1109/JIOT.2019.2893319.
    [4] XIANG Zhongwu, YANG Weiwei, PAN Gaofeng, et al. Physical layer security in cognitive radio inspired NOMA network[J]. IEEE Journal of Selected Topics in Signal Processing, 2019, 13(3): 700–714. doi: 10.1109/JSTSP.2019.2902103.
    [5] MA Ruiqian, YANG Weiwei, SHI Hui, et al. Covert communication with a spectrum sharing relay in the finite blocklength regime[J]. China Communications, 2023, 20(4): 195–211. doi: 10.23919/JCC.fa.2022-0490.202304.
    [6] KAUL S, YATES R, and GRUTESER M. Real-time status: How often should one update?[C]. IEEE Conference on Computer Communications (INFOCOM), Orlando, America, 2012: 2731–2735. doi: 10.1109/INFCOM.2012.6195689.
    [7] MU Xidong, WANG Zhaolin, and LIU Yuanwei. NOMA for integrating sensing and communications towards 6G: A multiple access perspective[J]. IEEE Wireless Communications. doi: 10.1109/MWC.015.2200559.
    [8] XIE Zhanyuan, JIANG Zheng, ZHU Jianchi, et al. Joint target sensing and energy-harvesting-based remote state monitoring: A CMDP approach[J]. IEEE Communications Letters, 2023, 27(10): 2613–2617. doi: 10.1109/LCOMM.2023.3303459.
    [9] ZHANG Qixun, WANG Xinna, LI Zhenhao, et al. Design and performance evaluation of joint sensing and communication integrated system for 5G mmWave enabled CAVs[J]. IEEE Journal of Selected Topics in Signal Processing, 2021, 15(6): 1500–1514. doi: 10.1109/JSTSP.2021.3109666.
    [10] QIN Zhen, WEI Zhenhua, QU Yuben, et al. AoI-aware scheduling for air-ground collaborative mobile edge computing[J]. IEEE Transactions on Wireless Communications, 2023, 22(5): 2989–3005. doi: 10.1109/TWC.2022.3215795.
    [11] WANG Xijun, YI Mengjie, LIU Juan, et al. Cooperative data collection with multiple UAVs for information freshness in the internet of things[J]. IEEE Transactions on Communications, 2023, 71(5): 2740–2755. doi: 10.1109/TCOMM.2023.3255240.
    [12] JIANG Wenwen, AI Bo, CHENG Jing, et al. Sum of age-of-information minimization in aerial IRSs assisted wireless networks[J]. IEEE Communications Letters, 2023, 27(5): 1377–1381. doi: 10.1109/LCOMM.2023.3254502.
    [13] MU Junsheng, ZHANG Ronghui, CUI Yuanhao, et al. UAV meets integrated sensing and communication: Challenges and future directions[J]. IEEE Communications Magazine, 2023, 61(5): 62–67. doi: 10.1109/MCOM.008.2200510.
    [14] HU Jingzhi, ZHANG Hongliang, and SONG Lingyang. Reinforcement learning for decentralized trajectory design in cellular UAV networks with sense-and-send protocol[J]. IEEE Internet of Things Journal, 2019, 6(4): 6177–6189. doi: 10.1109/JIOT.2018.2876513.
    [15] CHANG Bo, TANG Wei, YAN Xiaoyu, et al. Integrated scheduling of sensing, communication, and control for mmWave/THz communications in cellular connected UAV networks[J]. IEEE Journal on Selected Areas in Communications, 2022, 40(7): 2103–2113. doi: 10.1109/JSAC.2022.3157366.
    [16] ZHANG Shuhang, ZHANG Hongliang, HAN Zhu, et al. Age of information in a cellular internet of UAVs: Sensing and communication trade-off design[J]. IEEE Transactions on Wireless Communications, 2020, 19(10): 6578–6592. doi: 10.1109/TWC.2020.3004162.
    [17] 黄博, 方旭明, 陈煜. OFDMA中继网络变时域节能资源分配策略[J]. 电子与信息学报, 2013, 35(5): 1023–1030. doi: 10.3724/SP.J.1146.2012.01180.

    HUANG Bo, FANG Xuming, and CHEN Yu. Variable time-domain energy saving resource allocation for OFDMA relay networks[J]. Journal of Electronics & Information Technology, 2013, 35(5): 1023–1030. doi: 10.3724/SP.J.1146.2012.01180.
    [18] LIANG Le, LI G Y, and XU Wei. Resource allocation for D2D-enabled vehicular communications[J]. IEEE Transactions on Communications, 2017, 65(7): 3186–3197. doi: 10.1109/TCOMM.2017.2699194.
    [19] YANG Weiwei, LU Xingbo, YAN Shihao, et al. Age of information for short-packet covert communication[J]. IEEE Wireless Communications Letters, 2021, 10(9): 1890–1894. doi: 10.1109/LWC.2021.3085025.
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出版历程
  • 收稿日期:  2023-10-30
  • 修回日期:  2024-02-23
  • 网络出版日期:  2024-03-06
  • 刊出日期:  2024-05-30

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