Acta Photonica Sinica, Volume. 54, Issue 1, 0106003(2025)
UAV UV Information Collection Method Based on Deep Reinforcement Learning
[1] LIU Wei, ZHANG Tao, HUANG Shengjun et al. A hybrid optimization framework for UAV reconnaissance mission planning[J]. Computers & Industrial Engineering, 173, 108653(2022).
[2] BIANCHI M, BARFOOT T D. UAV localization using autoencoded satellite images[J]. IEEE Robotics and Automation Letters, 6, 1761-1768(2021).
[3] LIU Xin, ZHANG Zhanyue. A vision‐based target detection, tracking, and positioning algorithm for unmanned aerial vehicle[J]. Wireless Communications and Mobile Computing, 2021, 5565589(2021).
[4] GONG Jie, CHANG Tsunghui, SHEN Chao et al. Flight time minimization of UAV for data collection over wireless sensor networks[J]. IEEE Journal on Selected Areas in Communications, 36, 1942-1954(2018).
[5] PAN Qiongshan, FU Xiuwen. Fresh data collection for UAV-assisted IoTs based on proximity-remote region collaboration[J]. Ad Hoc Networks, 146, 103182(2023).
[6] WANG Chao, WANG Jian, WANG Jingjing et al. Deep-reinforcement-learning-based autonomous UAV navigation with sparse rewards[J]. IEEE Internet of Things Journal, 7, 6180-6190(2020).
[7] ZHANG Wenqi, WANG Qiang, LIU Xiao et al. Three-dimension trajectory design for multi-UAV wireless network with deep reinforcement learning[J]. IEEE Transactions on Vehicular Technology, 70, 600-612(2020).
[8] PARK Y M, HASSAN S S, TUN Y K 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[J]. IEEE Transactions on Vehicular Technology, 73, 2003-2016(2023).
[9] CHU N H, HOANG D T, NGUYEN D N et al. Joint speed control and energy replenishment optimization for UAV-assisted IoT data collection with deep reinforcement transfer learning[J]. IEEE Internet of Things Journal, 10, 5778-5793(2022).
[10] DENG Liyuan, GONG Wei, LIWANG Minghui et al. Towards intelligent mobile crowdsensing with task state information sharing over edge-assisted UAV networks[J]. IEEE Transactions on Vehicular Technology, 73, 11773-11788(2024).
[11] YU Yu, TANG Jie, HUANG Jiayi et al. Multi-objective optimization for UAV-assisted wireless powered IoT networks based on extended DDPG algorithm[J]. IEEE Transactions on Communications, 69, 6361-6374(2021).
[12] CHEN Guozhi, WU Tianfeng, YANG Fang et al. Ultraviolet-based UAV swarm communications: Potentials and challenges[J]. IEEE Wireless Communications, 29, 84-90(2022).
[13] XU Zhengyuan, DING Haipeng, SADLER B M et al. Analytical performance study of solar blind non-line-of-sight ultraviolet short-range communication links[J]. Optics Letters, 33, 1860-1862(2008).
[14] CHEN Gang, XU Zhengyuan, DING Haipeng et al. Path loss modeling and performance trade-off study for short-range non-line-of-sight ultraviolet communications[J]. Optics Express, 17, 3929-3940(2009).
[15] TADAYYONI H, ARDAKANI M H, HEIDARPOUR A R et al. Ultraviolet communications for unmanned aerial vehicle networks[J]. IEEE Wireless Communications Letters, 11, 178-182(2021).
[16] LUO Chang. The study of signal processing and design of base band system for non-line-of-sight optical communication[D](2012).
[17] ZUO Yong, XIAO Houfei, ZHANG Wenbo et al. Approximate performance study of non-line-of-sight ultraviolet communication links in noncoplanar geometry[C], 296-300(2012).
[18] FAN Changxin[M]. Communication principles tutorial(2012).
[19] ZENG Yong, XU Jie, ZHANG Rui. Energy minimization for wireless communication with rotary-wing UAV[J]. IEEE Transactions on Wireless Communications, 18, 2329-2345(2019).
[20] MNIH V, KAVUKCUOGLU K, SILVER D et al. Human-level control through deep reinforcement learning[J]. Nature, 518, 529-533(2015).
[21] VAN H H, GUEZ A, SILVER D. Deep reinforcement learning with double q-learning[C](2016).
[22] WANG Ziyu, SCHAUL T, HESSEL M et al. Dueling network architectures for deep reinforcement learning[C], 1995-2003(2016).
[23] SCHAUL T, QUAN J, ANTONOGLOU I et al. Prioritized experience replay[J]. arXiv preprint arXiv(2015).
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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
Category: Fiber Optics and Optical Communications
Received: Jul. 17, 2024
Accepted: Aug. 26, 2024
Published Online: Mar. 5, 2025
The Author Email: Taifei ZHAO (zhaotaifei@163.com)