1.南京邮电大学物联网学院,江苏 南京 210003
2.金陵科技学院软件工程学院,江苏 南京 211169
[ "夏欣然(2000‒ ),女,南京邮电大学物联网学院硕士生,主要研究方向为网络编码应用技术。" ]
[ "陈烨(2001‒ ),男,南京邮电大学物联网学院硕士生,主要研究方向为网络编码应用技术。" ]
[ "殷俊(1989‒ ),男,南京邮电大学物联网学院副教授,主要研究方向为网络编码理论及其应用技术。" ]
[ "窦如林(1979‒ ),男,金陵科技学院软件工程学院正高级实验师,主要研究方向为计算机网络、大数据。" ]
[ "张登银(1964‒ ),男,博士,南京邮电大学研究员,主要研究方向为现代通信网络、信号与信息处理技术。" ]
收稿:2024-03-26,
修回:2025-07-11,
纸质出版:2026-03-30
移动端阅览
夏欣然,陈烨,殷俊等.基于网络编码的蜂窝车联网边缘内容缓存方法[J].物联网学报,2026,10(01):181-188.
Xia Xinran,Chen Ye,Yin Jun,et al.Content caching for roadside units in cellular-vehicle to everything based on network coding[J].Chinese Journal on Internet of Things,2026,10(01):181-188.
夏欣然,陈烨,殷俊等.基于网络编码的蜂窝车联网边缘内容缓存方法[J].物联网学报,2026,10(01):181-188. DOI: 10.11959/j.issn.2096-3750.2026.00409.
Xia Xinran,Chen Ye,Yin Jun,et al.Content caching for roadside units in cellular-vehicle to everything based on network coding[J].Chinese Journal on Internet of Things,2026,10(01):181-188. DOI: 10.11959/j.issn.2096-3750.2026.00409.
边缘节点内容缓存收益是车联网边缘缓存系统的核心性能指标。基于车载用户的移动特性,对边缘节点的缓存部署方法进行数学建模,同时引入网络编码技术对比分析随机缓存方法和基于网络编码的随机缓存方法的性能差异,提出了一种基于网络编码的车联网边缘内容缓存算法,给出了算法缓存收益理论界限。实验结果表明,所提方法优于经典算法,对瞬时车速等不确定性因素具有更好的鲁棒性,且路边单元处的缓存内容命中率提升逾20%。
The cache revenue of edge nodes is a key performance metric for the cellular-vehicle caching system. Based on the mobility characteristics of vehicular users
the caching deployment method at edge nodes was mathematically modeled. Network coding technology was introduced to comparatively analyze the performance differences between random caching and network coding-based random caching methods. A network coding-based edge content caching algorithm for vehicular networks was proposed
and a theoretical limits of the algorithm's caching benefits were analyzed. Experimental results showed that the proposed method outperforms the classic algorithms
exhibits greater robustness against uncertain factors such as instantaneous vehicle speed
and increases a cache hit rate improvement of over 20% at roadside units.
Chen C , Yao G R , Liu L , et al . A cooperative vehicle-infrastructure system for road hazards detection with edge intelligence [J ] . IEEE Transactions on Intelligent Transportation Systems , 2023 , 24 ( 5 ): 5186 - 5198 .
Gupta S K , Khan J Y , Ngo D T . A 5G-based vehicular network architecture to enhance road safety applications [C ] // Proceedings of the 2021 IEEE 94th Vehicular Technology Conference (VTC2021-Fall) . Piscataway : IEEE Press , 2021 : 1 - 7 .
郭延永 , 刘佩 , 袁泉 , 等 . 网联自动驾驶车辆道路交通安全研究综述 [J ] . 交通运输工程学报 , 2023 , 23 ( 5 ): 19 - 38 .
Guo Y Y , Liu P , Yuan Q , et al . Review on research of road traffic safety of connected and automated vehicles [J ] . Journal of Traffic and Transportation Engineering , 2023 , 23 ( 5 ): 19 - 38 .
Mahmood A , Casetti C , Chiasserini C F , et al . Mobility-aware edge caching for connected cars [C ] // Proceedings of the 2016 12th Annual Conference on Wireless On-demand Network Systems and Services (WONS) . Piscataway : IEEE Press , 2016 : 1 - 8 .
Hou L , Lei L , Zheng K , et al . A Q -learning-based proactive caching strategy for non-safety related services in vehicular networks [J ] . IEEE Internet of Things Journal , 2019 , 6 ( 3 ): 4512 - 4520 .
Wang C W , Wang Z Y , Xu L X , et al . Collaborative caching in vehicular edge network assisted by cell-free massive MIMO [J ] . Chinese Journal of Electronics , 2023 , 32 ( 6 ): 1218 - 1229 .
Qiao G H , Leng S P , Maharjan S , et al . Deep reinforcement learning for cooperative content caching in vehicular edge computing and networks [J ] . IEEE Internet of Things Journal , 2020 , 7 ( 1 ): 247 - 257 .
朱思峰 , 王钰 , 陈昊 , 等 . 车联网边缘计算场景下基于改进型NSGA-Ⅱ算法的边缘服务器部署决策 [J ] . 物联网学报 , 2024 , 8 ( 1 ): 84 - 97 .
Zhu S F , Wang Y , Chen H , et al . Edge server deployment decision based on improved NSGA-Ⅱ in the Internet of vehicles edge computing scenario [J ] . Chinese Journal on Internet of Things , 2024 , 8 ( 1 ): 84 - 97 .
Feng L , Li W J , Lin Y X , et al . Joint computation offloading and URLLC resource allocation for collaborative MEC assisted cellular-V2X networks [J ] . IEEE Access , 2020 , 8 : 24914 - 24926 .
Zhao L , Li H X , Lin N , et al . Intelligent content caching strategy in autonomous driving toward 6G [J ] . IEEE Transactions on Intelligent Transportation Systems , 2022 , 23 ( 7 ): 9786 - 9796 .
Huang X N , Zhao G D , Chen Z . Segment-based random caching in device-to-device(D2D) caching networks [C ] // Proceedings of the 2015 International Symposium on Wireless Communication Systems (ISWCS) . Piscataway : IEEE Press , 2015 : 731 - 735 .
Yin J , Zhan M Q , Zhu M , et al . Salango: a simplified load balancing scheme for edge nodes in mobile edge caching networks [C ] // Proceedings of the GLOBECOM 2023 - 2023 IEEE Global Communications Conference . Piscataway : IEEE Press , 2023 : 1681 - 1686 .
Yao J J , Han T , Ansari N . On mobile edge caching [J ] . IEEE Communications Surveys & Tutorials , 2019 , 21 ( 3 ): 2525 - 2553 .
Aggarwal C , Wolf J L , Yu P S . Caching on the world wide web [J ] . IEEE Transactions on Knowledge and Data Engineering , 1999 , 11 ( 1 ): 94 - 107 .
Hasslinger G , Ntougias K , Hasslinger F , et al . Comparing web cache implementations for fast O(1) updates based on LRU, LFU and score gated strategies [C ] // Proceedings of the 2018 IEEE 23rd International Workshop on Computer Aided Modeling and Design of Communication Links and Networks (CAMAD) . Piscataway : IEEE Press , 2018 : 1 - 7 .
Serbetci B , Goseling J . On optimal geographical caching in heterogeneous cellular networks [C ] // Proceedings of the 2017 IEEE Wireless Communications and Networking Conference (WCNC) . Piscataway : IEEE Press , 2017 : 1 - 6 .
Yang C , Liu Y , Chen X , et al . Efficient mobility-aware task offloading for vehicular edge computing networks [J ] . IEEE Access , 2019 , 7 : 26652 - 26664 .
Chen Q , Wang W , Zhang Z Y . Clustered popularity prediction for content caching [C ] // Proceedings of the ICC 2019 - 2019 IEEE International Conference on Communications (ICC) . Piscataway : IEEE Press , 2019 : 1 - 6 .
Chen Q , Wang W , Yu F R , et al . Content caching oriented popularity prediction: a weighted clustering approach [J ] . IEEE Transactions on Wireless Communications , 2021 , 20 ( 1 ): 623 - 636 .
Sun Z F , Nakhai M R . Distributed learning-based cache replacement in collaborative edge networks [J ] . IEEE Communications Letters , 2021 , 25 ( 8 ): 2669 - 2672 .
Wu D P , Li J F , He P , et al . Social-aware graph-based collaborative caching in edge-user networks [J ] . IEEE Transactions on Vehicular Technology , 2023 , 72 ( 6 ): 7926 - 7941 .
Chiang Y , Hsu C H , Wei H Y . Collaborative social-aware and QoE-driven video caching and adaptation in edge network [J ] . IEEE Transactions on Multimedia , 2021 , 23 : 4311 - 4325 .
Lin J , Huang S Q , Zhang H L , et al . A novel coalition game based distributed cooperative content caching in mobile edge networks [J ] . Vehicular Communications , 2023 , 44 : 100689 .
Wang Y , Gu S S , Zhao L , et al . Repairable fountain coded storage systems for multi-tier mobile edge caching networks [J ] . IEEE Transactions on Network Science and Engineering , 2020 , 7 ( 4 ): 2310 - 2322 .
Sagor M , Stoleru R , Haroon A , et al . R-drive: resilient data storage and sharing for mobile edge clouds [C ] // Proceedings of the 2022 IEEE 19th International Conference on Mobile Ad Hoc and Smart Systems (MASS) . Piscataway : IEEE Press , 2022 : 171 - 179 .
Zewail A A , Yener A . Coded caching for combination networks with cache-aided relays [C ] // Proceedings of the 2017 IEEE International Symposium on Information Theory (ISIT) . Piscataway : IEEE Press , 2017 : 2433 - 2437 .
He W S , Su Y H , Xu X T , et al . Cooperative content caching for mobile edge computing with network coding [J ] . IEEE Access , 2019 , 7 : 67695 - 67707 .
Fu Y R , Yu Q , Wong A K Y , et al . Exploiting coding and recommendation to improve cache efficiency of reliability-aware wireless edge caching networks [J ] . IEEE Transactions on Wireless Communications , 2021 , 20 ( 11 ): 7243 - 7256 .
de Oliveira Alves L H , Rebelatto J L , Souza R D , et al . Network-coded cooperative LoRa network with D2D communication [J ] . IEEE Internet of Things Journal , 2022 , 9 ( 7 ): 4997 - 5008 .
Zakerinasab M R , Wang M A . Practical network coding for the update problem in cloud storage systems [J ] . IEEE Transactions on Network and Service Management , 2017 , 14 ( 2 ): 386 - 400 .
殷俊 , 沙雪琪 , 王磊 , 等 . 基于网络编码的协作恢复机制线性可解性研究 [J ] . 通信学报 , 2021 , 42 ( 5 ): 216 - 229 .
Yin J , Sha X Q , Wang L , et al . Research on linear solvability of network coding based cooperative recovery scheme [J ] . Journal on Communications , 2021 , 42 ( 5 ): 216 - 229 .
Yin J , Wen J X , Ling X , et al . Moncode: a multiscale network coding software implementation library [C ] // Proceedings of the 2021 13th International Conference on Wireless Communications and Signal Processing (WCSP) . Piscataway : IEEE Press , 2021 : 1 - 5 .
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