Citation: | Ji Xiang, Xu Changqiao, Zhang Hongke. Smart Integrated Cooperative Transmission Method for Stereoscopic Heterogeneous Networks[J]. Journal of Computer Research and Development, 2024, 61(11): 2693-2705. DOI: 10.7544/issn1000-1239.202440314 |
To address the complex challenges posed by node heterogeneity and connectivity changes in integrated stereoscopic heterogeneous networks, we propose a transmission control method with bounded, loop-free, and blocking-free policy update capabilities. This method incorporates network routing algorithms into the transmission control framework through cross-layer cooperative control. The selection of routing update nodes is modeled as a node search problem, ensuring that the resources involved in network transmission are bounded. On this basis, a breadth-first heuristic incremental search algorithm is designed to efficiently update both global and local routing configurations, ensuring that new paths are loop-free and devoid of network black holes. Additionally, to adapt to the volatility of integrated stereoscopic heterogeneous networks, a multi-mode hybrid congestion control mechanism is designed. This mechanism can switch to a more gradual window-increase mode when approaching the network bandwidth threshold, promptly adjusting policies to handle various potential network conditions. Simulation results demonstrate that HWCTC method provides high-quality data transmission services in dynamic and high packet loss rate integrated space-air-ground heterogeneous network environments. Compared with the classical Cubic and Reno algorithms, HWCTC achieves approximately 61.5% improvement in throughput, significantly enhancing data transmission stability and effectively reducing the impact of dynamic node routing changes on transmission performance.
[1] |
ITU-Radio communications sector. Future technology trends of terrestrial international mobile telecommunications systems towards 2030 and beyond, Report M. 2516−0 [R]. Geneva, Switzerland: International Telecommunication Union, 2022
|
[2] |
Liu Jiajia, Shi Yongpeng, Fadlullah Z M, et al. Space-air-ground integrated network: A survey[J]. IEEE Communications Surveys & Tutorials, 2018, 20(4): 2714−2741
|
[3] |
Floyd S, Fall K. Promoting the use of end-to-end congestion control in the Internet[J]. IEEE/ACM Transactions on Networking, 1999, 7(4): 458−472 doi: 10.1109/90.793002
|
[4] |
Li Ye, Chen Liang, Su Li, et al. Pepesc: A TCP performance enhancing proxy for non-terrestrial networks[J]. IEEE Transactions on Mobile Computing, 2023, 23(4): 3060−3076
|
[5] |
Zhang Peiying, Chen Ning, Shen Shigen, et al. AI-enabled space-air-ground integrated networks: Management and optimization[J]. IEEE Network, 2023, 1(4): 1−7
|
[6] |
He Jingchao, Cheng Nan, Yin Zhisheng, et al. Service-oriented network resource orchestration in space-air-ground integrated network[J]. IEEE Transactions on Vehicular Technology, 2024, 73(1): 1162−1174 doi: 10.1109/TVT.2023.3301676
|
[7] |
张宏科,冯博昊,权伟. 智融标识网络基础研究[J]. 电子学报,2019,47(5):977−982 doi: 10.3969/j.issn.0372-2112.2019.05.001
Zhang Hongke, Feng Bohao, Quan Wei. Fundamental research on smart integrated network[J]. Acta Electronica Sinica, 2019, 47(5): 977−982 (in Chinese) doi: 10.3969/j.issn.0372-2112.2019.05.001
|
[8] |
Deng Xia, Chang Le, Zeng Shouyuan, et al. Distance-based back-pressure routing for load-balancing LEO satellite networks[J]. IEEE Transactions on Vehicular Technology, 2023, 72(1): 1240−1253 doi: 10.1109/TVT.2022.3206616
|
[9] |
Cao Xuelin, Yang Bo, Yuen Chau, et al. HAP-reserved communications in space-air-ground integrated networks[J]. IEEE Transactions on Vehicular Technology, 2021, 70(8): 8286−8291 doi: 10.1109/TVT.2021.3090760
|
[10] |
Huang Chong, Chen Gaojie, Xiao Pei, et al. Joint offloading and resource allocation for hybrid cloud and edge computing in SAGINs: A decision assisted hybrid action space deep reinforcement learning approach[J]. IEEE Journal on Selected Areas in Communications, 2024, 42(5): 1029−1043 doi: 10.1109/JSAC.2024.3365899
|
[11] |
Bankey V, Sharma S, Ramabadran S, et al. Physical layer security of HAPS-based space–air–ground-integrated network with hybrid FSO/RF communication[J]. IEEE Transactions on Aerospace and Electronic Systems, 2023, 59(4): 4680−4688 doi: 10.1109/TAES.2022.3233339
|
[12] |
Cheng Nan, Quan Wei, Shi Weisen, et al. A comprehensive simulation platform for space-air-ground integrated network[J]. IEEE Wireless Communications, 2020, 27(1): 178−185 doi: 10.1109/MWC.001.1900072
|
[13] |
Tang Fengxiao, Wen Cong, Chen Xuehan, et al. Federated learning for intelligent transmission with space-air-ground integrated network toward 6G[J]. IEEE Network, 2023, 37(2): 198−204 doi: 10.1109/MNET.104.2100615
|
[14] |
Liu Dong, Zhang Jiankang, Cui Jingjing, et al. Deep learning aided routing for space-air-ground integrated networks relying on real satellite, flight, and shipping data[J]. IEEE Wireless Communications, 2022, 29(2): 177−184 doi: 10.1109/MWC.003.2100393
|
[15] |
Eiza M H, Raschellà A. A hybrid SDN-based architecture for secure and QoS aware routing in space-air-ground integrated networks (SAGINs)[C]//Proc of IEEE Wireless Communications and Networking Conf. Piscataway, NJ: IEEE, 2023: 1−6
|
[16] |
Yang Yunshan, Dai Lin. Stability region and transmission control of multi-cell Aloha networks[J]. IEEE Transactions on Communications, 2023, 71(9): 5348−5364 doi: 10.1109/TCOMM.2023.3287538
|
[17] |
Henderson T R, Katz R H. Transport protocols for Internet-compatible satellite networks[J]. IEEE Journal on Selected Areas in Communications, 1999, 17(2): 326−344 doi: 10.1109/49.748815
|
[18] |
Irio L, Oliveira R, Bernardo L. Aggregate interference in random waypoint mobile networks[J]. IEEE Communications Letters, 2015, 19(6): 1021−1024 doi: 10.1109/LCOMM.2015.2416718
|
[19] |
Abbasloo S, Yen Chen-Yu, Chao H J. Classic meets modern: A pragmatic learning-based congestion control for the Internet[C]//Proc of the Annual Conf of the ACM Special Interest Group on Data Communication on the Applications, Technologies, Architectures, and Protocols for Computer Communication (SIGCOMM’20). New York: Association for Computing Machinery, 2020: 632–647
|
[20] |
Cardwell N, Cheng Yuchung, Gunn C S, et al. BBR: Congestion-based congestion control[J]. Communications of the ACM, 2017, 60(2): 58−66 doi: 10.1145/3009824
|
[21] |
Kim Y, Park H, Kim J H, et al. Fairness PEP solution for satellite TCP[C]//Proc of Int Conf on Ubiquitous and Future Networks. Piscataway, NJ: IEEE, 2015: 83−85
|
[22] |
Lee K H, Jang D H, Kim Y S, et al. Adaptive PEP based on location information for SOTM networks[C]//Proc of Int Conf on Information and Communication Technology Convergence (ICTC). Piscataway, NJ: IEEE, 2016: 211−213
|
[23] |
于成晓. 智融标识网络下异构多路协同传输机制研究[D]. 北京: 北京交通大学,2023
Yu Chengxiao. Research on heterogeneous multi-path cooperative transmission mechanism under smart integrated network[D]. Beijing: Beijing Jiaotong University, 2023 (in Chinese).
|
[24] |
Sheng Min, Zhou Di, Liu Runzi, et al. Resource mobility in space information networks: Opportunities, challenges, and approaches[J]. IEEE Network, 2018, 33(1): 128−135
|
[25] |
Du Jun, Jiang Chunxiao, Zhang Haijun, et al. Auction design and analysis for SDN-based traffic offloading in hybrid satellite-terrestrial networks[J]. IEEE Journal on Selected Areas in Communications, 2018, 36(10): 2202−2217 doi: 10.1109/JSAC.2018.2869717
|
[26] |
Guo Chao, Gong Cheng, Xu Haitao, et al. A dynamic handover software-defined transmission control scheme in space-air-ground integrated networks[J]. IEEE Transactions on Wireless Communications, 2022, 21(8): 6110−6124 doi: 10.1109/TWC.2022.3146452
|
[27] |
Peng Yang, Juan Shao, Wen Luo, et al. TCP congestion avoidance algorithm identification[J]. IEEE/ACM Transactions on Networking, 2014, 22(4): 1311−1324 doi: 10.1109/TNET.2013.2278271
|
[28] |
Cui Yukang, Chen Yaoqi, Yang Dong, et al. Resilient formation tracking of spacecraft swarm against actuation attacks: A distributed lyapunov-based model predictive approach[J]. IEEE Transactions on Systems, Man, and Cybernetics: Systems, 2023, 53(11): 7053−7065 doi: 10.1109/TSMC.2023.3292426
|
[29] |
Li Ye, Feng Ru, Gao Ruifeng, et al. Fountain coded streaming for SAGIN with learning-based pause-and-listen[J]. IEEE Networking Letters, 2023, 5(1): 36−40 doi: 10.1109/LNET.2022.3227541
|
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