Acta Photonica Sinica, Volume. 54, Issue 1, 0106003(2025)

UAV UV Information Collection Method Based on Deep Reinforcement Learning

Taifei ZHAO1...2,*, Jiahao GUO1, Yu XIN1 and Lu WANG1 |Show fewer author(s)
Author Affiliations
  • 1Institute of Automation and Information Engineering,Xi'an University of technology,Xi'an 710048,China
  • 2Xian Key Laboratory of Wireless Optical Communication and Network Research,Xi'an 710048,China
  • show less
    References(23)

    [1] Wei LIU, Tao ZHANG, Shengjun HUANG et al. A hybrid optimization framework for UAV reconnaissance mission planning. Computers & Industrial Engineering, 173, 108653(2022).

    [2] M BIANCHI, T D BARFOOT. UAV localization using autoencoded satellite images. IEEE Robotics and Automation Letters, 6, 1761-1768(2021).

    [3] Xin LIU, Zhanyue ZHANG. A vision‐based target detection, tracking, and positioning algorithm for unmanned aerial vehicle. Wireless Communications and Mobile Computing, 2021, 5565589(2021).

    [4] Jie GONG, Tsunghui CHANG, Chao SHEN et al. Flight time minimization of UAV for data collection over wireless sensor networks. IEEE Journal on Selected Areas in Communications, 36, 1942-1954(2018).

    [5] Qiongshan PAN, Xiuwen FU. Fresh data collection for UAV-assisted IoTs based on proximity-remote region collaboration. Ad Hoc Networks, 146, 103182(2023).

    [6] Chao WANG, Jian WANG, Jingjing WANG et al. Deep-reinforcement-learning-based autonomous UAV navigation with sparse rewards. IEEE Internet of Things Journal, 7, 6180-6190(2020).

    [7] Wenqi ZHANG, Qiang WANG, Xiao LIU et al. Three-dimension trajectory design for multi-UAV wireless network with deep reinforcement learning. IEEE Transactions on Vehicular Technology, 70, 600-612(2020).

    [8] Y M PARK, S S HASSAN, Y K TUN et al. Joint trajectory and resource optimization of MEC-assisted UAVs in sub-THz networks: a resources-based multi-agent proximal policy optimization DRL with attention mechanism. IEEE Transactions on Vehicular Technology, 73, 2003-2016(2023).

    [9] N H CHU, D T HOANG, D N NGUYEN et al. Joint speed control and energy replenishment optimization for UAV-assisted IoT data collection with deep reinforcement transfer learning. IEEE Internet of Things Journal, 10, 5778-5793(2022).

    [10] Liyuan DENG, Wei GONG, Minghui LIWANG et al. Towards intelligent mobile crowdsensing with task state information sharing over edge-assisted UAV networks. IEEE Transactions on Vehicular Technology, 73, 11773-11788(2024).

    [11] Yu YU, Jie TANG, Jiayi HUANG et al. Multi-objective optimization for UAV-assisted wireless powered IoT networks based on extended DDPG algorithm. IEEE Transactions on Communications, 69, 6361-6374(2021).

    [12] Guozhi CHEN, Tianfeng WU, Fang YANG et al. Ultraviolet-based UAV swarm communications: Potentials and challenges. IEEE Wireless Communications, 29, 84-90(2022).

    [13] Zhengyuan XU, Haipeng DING, B M SADLER et al. Analytical performance study of solar blind non-line-of-sight ultraviolet short-range communication links. Optics Letters, 33, 1860-1862(2008).

    [14] Gang CHEN, Zhengyuan XU, Haipeng DING et al. Path loss modeling and performance trade-off study for short-range non-line-of-sight ultraviolet communications. Optics Express, 17, 3929-3940(2009).

    [15] H TADAYYONI, M H ARDAKANI, A R HEIDARPOUR et al. Ultraviolet communications for unmanned aerial vehicle networks. IEEE Wireless Communications Letters, 11, 178-182(2021).

    [16] Chang LUO. The study of signal processing and design of base band system for non-line-of-sight optical communication(2012).

    [17] Yong ZUO, Houfei XIAO, Wenbo ZHANG et al. Approximate performance study of non-line-of-sight ultraviolet communication links in noncoplanar geometry, 296-300(2012).

    [18] Changxin FAN. Communication principles tutorial(2012).

    [19] Yong ZENG, Jie XU, Rui ZHANG. Energy minimization for wireless communication with rotary-wing UAV. IEEE Transactions on Wireless Communications, 18, 2329-2345(2019).

    [20] V MNIH, K KAVUKCUOGLU, D SILVER et al. Human-level control through deep reinforcement learning. Nature, 518, 529-533(2015).

    [21] H H VAN, A GUEZ, D SILVER. Deep reinforcement learning with double q-learning(2016).

    [22] Ziyu WANG, T SCHAUL, M HESSEL et al. Dueling network architectures for deep reinforcement learning, 1995-2003(2016).

    [23] T SCHAUL, J QUAN, I ANTONOGLOU et al. Prioritized experience replay. arXiv preprint arXiv(2015).

    Tools

    Get Citation

    Copy Citation Text

    Taifei ZHAO, Jiahao GUO, Yu XIN, Lu WANG. UAV UV Information Collection Method Based on Deep Reinforcement Learning[J]. Acta Photonica Sinica, 2025, 54(1): 0106003

    Download Citation

    EndNote(RIS)BibTexPlain Text
    Save article for my favorites
    Paper Information

    Category: Fiber Optics and Optical Communications

    Received: Jul. 17, 2024

    Accepted: Aug. 26, 2024

    Published Online: Mar. 5, 2025

    The Author Email: ZHAO Taifei (zhaotaifei@163.com)

    DOI:10.3788/gzxb20255401.0106003

    Topics