Journal on Communications ›› 2024, Vol. 45 ›› Issue (1): 1-17.doi: 10.11959/j.issn.1000-436x.2024037
• Topics: Intelligent Communication and Network Technologies for Manned/Unmanned Cooperation Systems •
Hao YIN1,2, Jibo WEI2, Haitao ZHAO2, Jiao ZHANG2, Haijun WANG2, Baoquan REN1
Revised:
2023-12-26
Online:
2024-01-01
Published:
2024-01-01
Supported by:
CLC Number:
Hao YIN, Jibo WEI, Haitao ZHAO, Jiao ZHANG, Haijun WANG, Baoquan REN. Intelligent communication and networking key technologies for manned/unmanned cooperation: states-of-the-art and trends[J]. Journal on Communications, 2024, 45(1): 1-17.
"
场景 | 组网性能需求 | 信道建模 | 通信波形 | 网络架构 | 网络协议 |
有人/无人协同热点区域覆盖 | 大带宽、广覆盖、低功耗 | 空-空信道、空-地信道 | 正交频分复用波形、基于滤波的多载波波形、正交时频空间波形 | 分布式 | 自组织网络协议 |
有人/无人协同灾害救援 | 大带宽、高可靠、低时延 | 空-空信道、空-地信道 | 正交频分复用波形、基于滤波的多载波波形、正交时频空间波形 | 集中式 | 自组织网络协议 |
有人/无人协同侦察监视 | 大带宽、低功耗 | 空-空信道、空-地信道 | 正交频分复用波形、基于滤波的多载波波形、正交时频空间波形、通感一体波形 | 分布式 | 自组织网络协议 |
有人/无人协同联合行动 | 高可靠、低时延 | 空-空信道、空-地信道、地-地信道 | 正交频分复用波形、基于滤波的多载波波形、正交时频空间波形、通感一体波形 | 分层分簇Mesh | 自组织网络协议 |
"
信道 | 文献 | 模型类型 | 建模方法及模型特点 | 非平稳性 | 移动性 | 信道特征 |
空-地信道 | 文献[ | NGSM MIMO | 基于水域上空通信场景 L/C 波段测量结果,建立随机模型,使用 CE2R 模型和多径生灭模型分别表征路径损耗和小尺度衰落 | 否 | 否 | 路径损耗、阴影衰落、多普勒谱 |
文献[ | 射线追踪SISO | 针对山区通信场景,建立山体物理模型;考虑 LoS 径和一次、二次反射路径,推导路径损耗解析表达式 | 否 | 否 | 路径损耗、功率时延谱 | |
文献[ | GBSM MIMO | 假设散射体分布于地面端附近的圆柱面上,且同时考虑了收发两端移动性 | 是 | 是 | 信道时空相关函数、平稳区间 | |
文献[ | GBSM MIMO | 考虑低空无人机通信情况,假设散射体分布于收发端周围,即双圆柱面模型 | 是 | 是 | 信道时变传递函数、空时相关函数 | |
文献[ | GBSM MIMO | 针对海面通信场景,考虑波导效应造成的多次反射,所建立模型与C波段信道实测数据吻合 | 是 | 是 | 时延拓展、平稳区间间隔 | |
空-空信道 | 文献[ | NGSM SISO | 基于 L 波段信道测量结果,校准了传播路径上建筑物表面材料的电磁参数;通过广泛的射线追踪模拟结果建立了随机模型 | 否 | 否 | 衰落类型、功率时延谱、多普勒谱 |
文献[ | GBSM SISO | 考虑 LoS 径和一次、二次反射分量;支持模拟无人机轨迹和速度的变化 | 是 | 是 | 时频相关函数、多普勒谱 |
"
通信波形 | 适用场景 | 多径补偿 | 多普勒补偿 | 优点 | 缺点 |
OFDM | 低空、低移动性、 | 是 | 否 | ● 误码率较低 | ● 带来导频开销、功率和带宽 |
单无人机 | ● 抗多径衰落 | 损失 | |||
● 时延较小 | |||||
F-OFDM | 低移动性、多无人机 | 是 | 否 | ● 误码率低 | ● 可能出现子带间干扰问题 |
● 吞吐量大 | ● 滤波操作复杂度较高 | ||||
● 频谱利用率高 | ● 时延较大 | ||||
● 同步信令开销小 | |||||
FBMC | 低移动性、多无人机 | 是 | 否 | ● 抗多径干扰能力较强 | ● 对频偏和时域扩展比较敏感 |
● 可多点同步,同步信令开销较小 | ● 时延大 | ||||
● 吞吐量大 | |||||
OTFS | 高移动性 | 是 | 是 | ● 避免频偏问题 | ● 复杂度高 |
● 抑制符号间干扰 | ● 时延大 | ||||
● 谱效较高 | |||||
● 能耗低 | |||||
通感一体 | 载荷轻量化、资源受限 | — | — | ● 时延小 | ● 传输速率较低 |
● 能耗低 | ● 抗干扰、安全性较差 | ||||
● 简单易实现 | ● 尚在起步阶段 | ||||
● 高频谱利用率 |
[1] | 陈杰, 辛斌 . 有人/无人系统自主协同的关键科学问题[J]. 中国科学:信息科学, 2018,48(9): 1270-1274. |
CHEN J , XIN B . Key scientific problems in the autonomous cooperation of manned-unmanned systems[J]. Scientia Sinica (Informationis), 2018,48(9): 1270-1274. | |
[2] | MOZAFFARI M , SAAD W , BENNIS M ,et al. A tutorial on UAVs for wireless networks:applications,challenges,and open problems[J]. IEEE Communications Surveys & Tutorials, 2019,21(3): 2334-2360. |
[3] | 刘树光, 王欢 . 有人/无人机协同编队控制研究综述[J]. 飞行力学, 2022,40(5): 1-8. |
LIU S G , WANG H . Review on cooperative formation control for manned/unmanned aerial vehicles[J]. Flight Dynamics, 2022,40(5): 1-8. | |
[4] | 于星棋, 陈春, 王渊 . 联合作战条件下有人机与无人机蜂群协同作战研究[J]. 舰船电子工程, 2021,41(10): 5-6,29. |
YU X Q , CHEN C , WANG Y . Research on the cooperative operation of drones and man-machine swarm under the condition of joint operation[J]. Ship Electronic Engineering, 2021,41(10): 5-6,29. | |
[5] | 黄松华 . 有人/无人作战体系架构和协同机制研究[C]// 2019 第七届中国指挥控制大会论文集. 北京:中国指挥与控制学会, 2019: 171-175. |
HUANG S H . Research on the architecture and collaborative mechanism of manned/unmanned combat systems[C]// Proceedings of the 7th China Command and Control Conference. Beijing:Chinese Institute of Command and Control, 2019: 171-175. | |
[6] | ZHAO H T , WANG H J , WU W Y ,et al. Deployment algorithms for UAV airborne networks toward on-demand coverage[J]. IEEE Journal on Selected Areas in Communications, 2018,36(9): 2015-2031. |
[7] | YUN W J , PARK S , KIM J ,et al. Cooperative multiagent deep reinforcement learning for reliable surveillance via autonomous multi-UAV control[J]. IEEE Transactions on Industrial Informatics, 2022,18(10): 7086-7096. |
[8] | YANG H L , RUBY R , PHAM Q V ,et al. Aiding a disaster spot via multi-UAV-based IoT networks:energy and mission completion time-aware trajectory optimization[J]. IEEE Internet of Things Journal, 2022,9(8): 5853-5867. |
[9] | LIN L , XU W J , CHEN W ,et al. Prioritized delay optimization for NOMA-based multi-UAV emergency networks[J]. IEEE Transactions on Vehicular Technology, 2022,71(10): 11222-11227. |
[10] | 叶海军, 王国峰, 冯志勇 . 有人无人网络化信息系统动态协同技术研究[J]. 通信学报, 2023,44(7): 185-196. |
YE H J , WANG G F , FENG Z Y . Research on dynamic cooperative technology of manned and unmanned networked information system[J]. Journal on Communications, 2023,44(7): 185-196. | |
[11] | GE C L , ZHANG R N , JIANG Y ,et al. A 3-D dynamic non-WSS cluster geometrical-based stochastic model for UAV MIMO channels[J]. IEEE Transactions on Vehicular Technology, 2022,71(7): 6884-6899. |
[12] | MICHAILIDIS E T , NOMIKOS N , TRAKADAS P ,et al. Three-dimensional modeling of mmWave doubly massive MIMO aerial fading channels[J]. IEEE Transactions on Vehicular Technology, 2020,69(2): 1190-1202. |
[13] | CHANG H T , BIAN J , WANG C X ,et al. A 3D non-stationary wideband GBSM for low-altitude UAV-to-ground V2V MIMO channels[J]. IEEE Access, 2019,7: 70719-70732. |
[14] | XU J P , CHENG X , BAI L . A 3-D space-time-frequency non-stationary model for low-altitude UAV mmWave and massive MIMO aerial fading channels[J]. IEEE Transactions on Antennas and Propagation, 2022,70(11): 10936-10950. |
[15] | CUI Z Z , GUAN K , HE D P ,et al. Propagation modeling for UAV air-to-ground channel over the simple mountain terrain[C]// Proceedings of the 2019 IEEE International Conference on Communications Workshops (ICC Workshops). Piscataway:IEEE Press, 2019: 1-6. |
[16] | LIU Y , WANG C X , CHANG H T ,et al. A novel non-stationary 6G UAV channel model for maritime communications[J]. IEEE Journal on Selected Areas in Communications, 2021,39(10): 2992-3005. |
[17] | MATOLAK D W , SUN R Y . Air-ground channel characterization for unmanned aircraft systems—part I:methods,measurements,and models for over-water settings[J]. IEEE Transactions on Vehicular Technology, 2017,66(1): 26-44. |
[18] | CHIU C C , TSAI A H , LIN H P ,et al. Channel modeling of air-to-ground signal measurement with two-ray ground-reflection model for UAV communication systems[C]// Proceedings of the 30th Wireless and Optical Communications Conference (WOCC). Piscataway:IEEE Press, 2021: 251-256. |
[19] | LI Y P , WANG W M , GAO H Q ,et al. Air-to-ground 3D channel modeling for UAV based on Gauss-Markov mobile model[J]. AEU International Journal of Electronics and Communications, 2020,114:152995. |
[20] | HUA B Y , NI H R , ZHU Q M ,et al. Channel modeling for UAV-to-ground communications with posture variation and fuselage scattering effect[J]. IEEE Transactions on Communications, 2023,71(5): 3103-3116. |
[21] | ZHANG X C , LIU J , GU F L ,et al. An extended 3-D ellipsoid model for characterization of UAV air-to-air channel[C]// Proceedings of the ICC 2019 - 2019 IEEE International Conference on Communications (ICC). Piscataway:IEEE Press, 2019: 1-6. |
[22] | AN H , GUAN K , LI W B ,et al. Measurement and ray-tracing for UAV air-to-air channel modeling[C]// Proceedings of the IEEE 5th International Conference on Electronic Information and Communication Technology (ICEICT). Piscataway:IEEE Press, 2022: 415-420. |
[23] | 肖振宇, 刘珂, 朱立鹏 . 无人机机间毫米波阵列通信技术[J]. 通信学报, 2022,43(10): 196-209. |
XIAO Z Y , LIU K , ZHU L P . Millimeter-wave array enabled UAV-to-UAV communication technology[J]. Journal on Communications, 2022,43(10): 196-209. | |
[24] | CHENG X , LI Y R . A 3-D geometry-based stochastic model for UAV-MIMO wideband nonstationary channels[J]. IEEE Internet of Things Journal, 2019,6(2): 1654-1662. |
[25] | MA Z F , AI B , HE R S ,et al. A wideband non-stationary air-to-air channel model for UAV communications[J]. IEEE Transactions on Vehicular Technology, 2020,69(2): 1214-1226. |
[26] | MAO X C , WANG C X , CHANG H T . A 3D non-stationary geometry-based stochastic model for 6G UAV air-to-air channels[C]// Proceedings of the 2021 13th International Conference on Wireless Communications and Signal Processing (WCSP). Piscataway:IEEE Press, 2021: 1-5. |
[27] | 马张枫 . 面向 B5G/6G 无线网络的无人机信道建模研究[D]. 北京:北京交通大学, 2022. |
MA Z F . Research on UAV channel modeling for B5G/6G wireless network[D]. Beijing:Beijing Jiaotong University, 2022. | |
[28] | ALEKSIEJUNAS R , CESIUL A , SVIRSKAS K . Spatially consistent LOS/NLOS model for time-varying MIMO channels[C]// Proceedings of the 2018 Baltic URSI Symposium (URSI). Piscataway:IEEE Press, 2018: 61-64. |
[29] | MATOLAK D W , SEN I , XIONG W H . The 5-GHz airport surface area channel—part I: measurement and modeling results for large airports[J]. IEEE Transactions on Vehicular Technology, 2008,57(4): 2014-2026. |
[30] | 谢诗昂, 张晓瀛, 孔凌劲 ,等. 战术自组网下非平稳信道测量与建模[J]. 信号处理, 2022,38(8): 1719-1727. |
XIE S A , ZHANG X Y , KONG L J ,et al. Measurement and modeling of non-stationary channel in tactical mobile ad hoc network[J]. Journal of Signal Processing, 2022,38(8): 1719-1727. | |
[31] | LIANG X L , ZHAO X W , LI Y T ,et al. A non-stationary geometry-based street scattering model for vehicle-to-vehicle wideband MIMO channels[J]. Wireless Personal Communications, 2016,90(1): 325-338. |
[32] | HONG J Y , KIM C S , LIM J S ,et al. Non-stationarity of vehicle to vehicle channels using correlation or covariance in highway scenarios[C]// Proceedings of the 2018 International Conference on Information and Communication Technology Convergence (ICTC). Piscataway:IEEE Press, 2018: 1546-1548. |
[33] | 邓炳光, 秦启航, 孟凡军 . 隧道场景下非平稳多簇V2V信道建模与分析[J]. 无线电工程, 2022,52(8): 1361-1367. |
DENG B G , QIN Q H , MENG F J . Modelling and analysis of nonstationary multi-cluster V2V channel in tunnel scenario[J]. Radio Engineering, 2022,52(8): 1361-1367. | |
[34] | JACOVIC M , BSHARA O , DANDEKAR K R . Waveform design of UAV data links in urban environments for interference mitigation[C]// Proceedings of the 2018 IEEE 88th Vehicular Technology Conference (VTC-Fall). Piscataway:IEEE Press, 2018: 1-5. |
[35] | RAO R M , MAROJEVIC V , REED J H . Rate-maximizing OFDM pilot patterns for UAV communications in nonstationary A2G channels[C]// Proceedings of the 2018 IEEE 88th Vehicular Technology Conference (VTC-Fall). Piscataway:IEEE Press, 2018: 1-5. |
[36] | TAN X P , SU S J , GUO X J ,et al. Application of MIMO-OFDM technology in UAV communication network[C]// Proceedings of the 2020 2nd World Symposium on Artificial Intelligence (WSAI). Piscataway:IEEE Press, 2020: 1-4. |
[37] | LI Y R , LIN H P , WANG J L ,et al. Multi-UAVs payload data communication with asynchronous access[C]// Proceedings of the 2019 16th IEEE Annual Consumer Communications & Networking Conference (CCNC). Piscataway:IEEE Press, 2019: 1-2. |
[38] | MATOLAK D W , JAMAL H . Aviation multicarrier communication system performance in several 5 GHz band air-ground channels - invited paper[C]// Proceedings of the 2018 IEEE 87th Vehicular Technology Conference (VTC Spring). Piscataway:IEEE Press, 2018: 1-5. |
[39] | HADANI R , RAKIB S , TSATSANIS M ,et al. Orthogonal time frequency space modulation[C]// Proceedings of the 2017 IEEE Wireless Communications and Networking Conference (WCNC). Piscataway:IEEE Press, 2017: 1-6. |
[40] | HAN R , MA J H , BAI L . Trajectory planning for OTFS-based UAV communications[J]. China Communications, 2023,20(1): 114-124. |
[41] | YUAN W J , LI S Y , WEI Z Q ,et al. New delay Doppler communication paradigm in 6G era:a survey of orthogonal time frequency space (OTFS)[J]. China Communications, 2023,20(6): 1-25. |
[42] | 桑万超, 高晖 . 面向无人机网络的通信感知一体化的高效能波形选择方法[J]. 无线电通信技术, 2023,49(1): 133-142. |
SANG W C , GAO H . High-efficiency waveform selection method for the integrated sensing and communication system in UAV network[J]. Radio Communications Technology, 2023,49(1): 133-142. | |
[43] | DING Z G , SCHOBER R , FAN P Z ,et al. OTFS-NOMA:an efficient approach for exploiting heterogenous user mobility profiles[J]. IEEE Transactions on Communications, 2019,67(11): 7950-7965. |
[44] | WU Y C , ZHANG Z Q . Co-existence analysis of OTFS and OFDM waveforms for multi-mobility scenarios[C]// Proceedings of the 2022 IEEE 95th Vehicular Technology Conference. Piscataway:IEEE Press, 2022: 1-5. |
[45] | ZHOU W X , ZHANG R Y , CHEN G Y ,et al. Integrated sensing and communication waveform design:a survey[J]. IEEE Open Journal of the Communications Society, 2022,3: 1930-1949. |
[46] | LIU Y , LONG W X , CHEN R ,et al. Vortex wavefront FMCW ISAC model:a blender-based evaluation[C]// Proceedings of the 2023 IEEE 24th International Workshop on Signal Processing Advances in Wireless Communications (SPAWC). Piscataway:IEEE Press, 2023: 431-435. |
[47] | WU Q Q , XU J , ZENG Y ,et al. A comprehensive overview on 5G-and-beyond networks with UAVs:from communications to sensing and intelligence[J]. IEEE Journal on Selected Areas in Communications, 2021,39(10): 2912-2945. |
[48] | LYU Z H , ZHU G X , XU J . Joint maneuver and beamforming design for UAV-enabled integrated sensing and communication[J]. IEEE Transactions on Wireless Communications, 2023,22(4): 2424-2440. |
[49] | DENG C L , FANG X M , WANG X B . Beamforming design and trajectory optimization for UAV-empowered adaptable integrated sensing and communication[J]. IEEE Transactions on Wireless Communications, 2023,22(11): 8512-8526. |
[50] | ZEGRAR S E , RAFIQUE S , ARSLAN H . OTFS-FMCW waveform design for low complexity joint sensing and communication[C]// Proceedings of the 2022 IEEE 33rd Annual International Symposium on Personal,Indoor and Mobile Radio Communications (PIMRC). Piscataway:IEEE Press, 2022: 988-993. |
[51] | FEI Z S , WANG X Y , WU N ,et al. Air-ground integrated sensing and communications:opportunities and challenges[J]. IEEE Communications Magazine, 2023,61(5): 55-61. |
[52] | JIANG C J , ZHANG C S , HUANG C W ,et al. Secure beamforming design for RIS-assisted integrated sensing and communication systems[J]. IEEE Wireless Communications Letters, 2023,PP(99): 1. |
[53] | 钟赟, 张杰勇, 邓长来 . 有人/无人机协同作战问题[J]. 指挥信息系统与技术, 2017,8(4): 19-25. |
ZHONG Y , ZHANG J Y , DENG C L . Cooperative engagement problems about manned/unmanned aerial vehicles[J]. Command Information System and Technology, 2017,8(4): 19-25. | |
[54] | CAO X B , YANG P , ALZENAD M ,et al. Airborne communication networks:a survey[J]. IEEE Journal on Selected Areas in Communications, 2018,36(9): 1907-1926. |
[55] | WANG H J , ZHAO H T , LI J X ,et al. Self-adaptive network architecture reconfiguration in CRNs:demo[C]// Proceedings of the 17th ACM International Symposium on Mobile Ad Hoc Networking and Computing. New York:ACM Press, 2016: 355-356. |
[56] | 许莺 . 有人机/无人机协同作战技术初探[C]// 第六届中国指挥控制大会论文集. 北京:中国指挥与控制学会, 2018: 62-65. |
XU Y . Preliminary study on the technology of cooperative operations between manned and unmanned aerial vehicles[C]// Proceedings of the 6th China Command and Control Conference. Beijing:Chinese Institute of Command and Control, 2018: 62-65. | |
[57] | 董超, 陶婷, 冯斯梦 ,等. 面向无人机自组织网络和车联网的媒体接入控制协议研究综述[J]. 电子与信息学报, 2022,44(3): 790-802. |
DONG C , TAO T , FENG S M ,et al. Overview on medium access control protocol in flying ad-hoc networks and vehicular ad-hoc networks[J]. Journal of Electronics & Information Technology, 2022,44(3): 790-802. | |
[58] | JIANG A Z , MI Z C , DONG C ,et al. CF-MAC:a collision-free MAC protocol for UAVs Ad-Hoc networks[C]// Proceedings of the 2016 IEEE Wireless Communications and Networking Conference. Piscataway:IEEE Press, 2016: 1-6. |
[59] | LI J X , ZHAO H T , WEI J B ,et al. Sender-jump receiver-wait:a simple blind rendezvous algorithm for distributed cognitive radio networks[J]. IEEE Transactions on Mobile Computing, 2018,17(1): 183-196. |
[60] | XIAO Z Y , XIA P F , XIA X G . Enabling UAV cellular with millimeter-wave communication:potentials and approaches[J]. IEEE Communications Magazine, 2016,54(5): 66-73. |
[61] | 徐鹏政, 于启月, 林泓池 ,等. 基于毫米波通信的新型机间数据链系统[J]. 通信学报, 2023,44(4): 27-37. |
XU P Z , YU Q Y , LIN H C ,et al. Novel air-to-air data link system based on millimeter wave communication[J]. Journal on Communications, 2023,44(4): 27-37. | |
[62] | XU W J , KE Y N , LEE C H ,et al. Data-driven beam management with angular domain information for mmWave UAV networks[J]. IEEE Transactions on Wireless Communications, 2021,20(11): 7040-7056. |
[63] | JIANG J F , WANG S H , HAN G J ,et al. Reinforcement-learning-based adaptive neighbor discovery algorithm for directional transmission-enabled Internet of underwater things[J]. IEEE Internet of Things Journal, 2023,10(10): 9038-9048. |
[64] | ZHOU P , FANG X M , WANG X B ,et al. Multi-beam transmission and dual-band cooperation for control/data plane decoupled WLANs[J]. IEEE Transactions on Vehicular Technology, 2019,68(10): 9806-9819. |
[65] | CUI J J , LIU Y W , NALLANATHAN A . Multi-agent reinforcement learning-based resource allocation for UAV networks[J]. IEEE Transactions on Wireless Communications, 2020,19(2): 729-743. |
[66] | WANG H , JIANG B , ZHAO H ,et al. Joint resource allocation on slot,space and power towards concurrent transmissions in UAV ad hoc networks[J]. IEEE Transactions on Wireless Communications, 2022,21(10): 8698-8712. |
[67] | 尹浩, 魏急波, 赵海涛 ,等. 一种面向复杂场景的无线通信节点智能适变架构[J]. 中国科学:信息科学, 2021,51(2): 294-304. |
YIN H , WEI J B , ZHAO H T ,et al. An intelligent adaptative architecture for wireless communication in complex scenarios[J]. Scientia Sinica (Informationis), 2021,51(2): 294-304. | |
[68] | DING R J , XU Y D , GAO F F ,et al. Trajectory design and access control for air-ground coordinated communications system with multiagent deep reinforcement learning[J]. IEEE Internet of Things Journal, 2022,9(8): 5785-5798. |
[69] | PENG Q , WANG S , WEI J B . A heterogeneous resource deployment strategy of SDR based on meta-heuristic algorithm[C]// Proceedings of the 2022 IEEE 8th International Conference on Computer and Communications (ICCC). Piscataway:IEEE Press, 2022: 516-520. |
[70] | PAPOUDAKIS G , CHRISTIANOS F , RAHMAN A ,et al. Dealing with non-stationarity in multi-agent deep reinforcement learning[J]. arXiv Preprint,arXiv:1906.04737, 2019. |
[71] | ZHOU Y , MA X Y , HU S T ,et al. QoE-driven adaptive deployment strategy of multi-UAV networks based on hybrid deep reinforcement learning[J]. IEEE Internet of Things Journal, 2022,9(8): 5868-5881. |
[72] | DAS A , GERVET T , ROMOFF J ,et al. TarMAC:targeted multi-agent communication[C]// International Conference on Machine Learning. New York:PMLR, 2019: 1538-1546. |
[73] | ZHANG S Q , ZHANG Q , LIN J . Succinct and robust multi-agent communication with temporal message control[J]. Advances in Neural Information Processing Systems, 2020,33: 17271-17282. |
[74] | ZHANG X C , ZHAO H T , WEI J B ,et al. Cooperative trajectory design of multiple UAV base stations with heterogeneous graph neural networks[J]. IEEE Transactions on Wireless Communications, 2023,22(3): 1495-1509. |
[75] | SUKHBAATAR S , SZLAM A , FERGUS R . Learning multiagent communication with backpropagation[J]. arXiv Preprint,arXiv:1605.07736, 2016. |
[76] | LIU Y , WANG W X , HU Y J ,et al. Multi-agent game abstraction via graph attention neural network[J]. Proceedings of the AAAI Conference on Artificial Intelligence, 2020,34(5): 7211-7218. |
[77] | MAO H , GONG Z , ZHANG Z ,et al. Learning multi-agent communication under limited-bandwidth restriction for internet packet routing[J]. arXiv Preprint,arXiv:1903.05561, 2019. |
[78] | WANG R D , HE X , YU R S ,et al. Learning efficient multi-agent communication:an information bottleneck approach[C]// Proceedings of the Proceedings of the 37th International Conference on Machine Learning. New York:ACM Press, 2020: 9908-9918. |
[79] | LIN T , HUH J , STAUFFER C ,et al. Learning to ground multi-agent communication with autoencoders[J]. Advances in Neural Information Processing Systems, 2021,34: 15230-15242. |
[80] | 张亦弛, 张平, 魏急波 ,等. 面向智能体的语义通信:架构与范例[J]. 中国科学:信息科学, 2022,52(5): 907-921. |
ZHANG Y C , ZHANG P , WEI J B ,et al. Semantic communication for intelligent agents:architecture and examples[J]. Science in China (Information Sciences), 2022,52(5): 907-921. | |
[81] | 王海军, 赵海涛, 任保全 ,等. 一种面向无人机智能通信的信息物理融合框架[J]. 中国科学:信息科学, 2022,52(11): 2141-2154. |
WANG H J , ZHAO H T , REN B Q ,et al. An information physics fusion framework for intelligent communication of unmanned aerial vehicles[J]. Science in China (Information Sciences), 2022,52(11): 2141-2154. | |
[82] | HE G J , FENG M J , ZHANG Y ,et al. Deep reinforcement learning based task-oriented communication in multi-agent systems[J]. IEEE Wireless Communications, 2023,30(3): 112-119. |
[83] | ZHANG Y C , ZHAO H T , WEI J B ,et al. Context-based semantic communication via dynamic programming[J]. IEEE Transactions on Cognitive Communications and Networking, 2022,8(3): 1453-1467. |
[1] | Haijun ZHANG, Anqi CHEN, Yabo LI, Keping LONG. Key technologies of 6G mobile network [J]. Journal on Communications, 2022, 43(7): 189-202. |
[2] | Lei CHEN,Shi-zhong GAN,Li-yi ZHANG,Guang-yan WANG. Nonlinear blind source separation algorithm based on spline interpolation and artificial bee colony optimization [J]. Journal on Communications, 2017, 38(7): 36-46. |
[3] | Chao WANG,Xiang-yu JIA,Qiang LIN. Trust based secure routing algorithm for wireless sensor networks [J]. Journal on Communications, 2008, 29(11): 105-113. |
[4] | Hong LIU,Jing-lian WANG. Application of particle swarm optimization in cooperative architectural design [J]. Journal on Communications, 2006, 27(11): 193-198. |
Viewed | ||||||
Full text |
|
|||||
Abstract |
|
|||||
|