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2021, 04, v.26 7-19
边缘计算:发展与挑战
基金项目(Foundation): 陕西省重点研发计划项目(2019ZDLGY07-08); 陕西省国际科技合作计划项目(2018KW-049); 工业和信息化部通信软科学研究计划项目(2019-R-29); 陕西省教育厅科研计划项目(21JP115)
邮箱(Email):
DOI: 10.13682/j.issn.2095-6533.2021.04.002
投稿时间: 2020-04-21
投稿日期(年): 2020
终审时间: 2024-06-16
终审日期(年): 2024
审稿周期(年): 5
发布时间: 2021-07-10
出版时间: 2021-07-10
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摘要:

通过对边缘计算的特征、整体架构及其独特优点的全面梳理,系统分析和阐述了边缘计算的典型应用场景,在此基础上剖析边缘计算关键技术的发展现状、发展趋势及面临的技术难题。同时,指出现有标准与法律法规的不足。针对边缘计算领域的发展前景,从推动因素、技术的难点以及外部挑战3个方面进行总结,展望了边缘计算的发展方向及未来需要重点攻克的安全与隐私、服务发现和用户切换等6个方面的关键技术问题。

Abstract:

The characteristics, architecture, and advantages of edge computing are thoroughly presented. The state-of-the-art, development trend, and challenges of key edge computing technologies are elaborated based on detailed typical application scenarios. Moreover, the deficiencies of existing standards, laws, and regulations are identified. The prospect of development in edge computing is highlighted in terms of motivating factor, technical difficulty, and external challenge. The developing directions of edge computing and six urgent technological problems need to be addressed in the near future are summarized.

参考文献

[1] 施巍松,张星洲,王一帆,等.边缘计算:现状与展望[J].计算机研究与发展,2019,56(1):69-89.SHI W S,ZHANG X Z,WANG Y F,et al.Edge computing:State-of-the-art and future directions[J].Journal of Computer Research and Development,2019,56(1):69-89.(in Chinese)

[2] TALEB T,SAMDANIS K,MADA B,et al.On multi-access edge computing:A survey of the emerging 5G network edge cloud architecture and orchestration[J].IEEE Communications Surveys & Tutorials,2017,19(3):1657-1681.

[3] 谢晓燕,钱宇,王丽.一种基于云模型的组合服务选择方法[J].西安邮电大学学报,2016,21(6):114-117.XIE X Y,QIAN Y,WANG L.Research on representative skyline service selection approach based on cloud model[J].Journal of Xi'an University of Posts and Telecommunications,2016,12(6):114-117.(in Chinese)

[4] 罗军舟,何源,张兰,等.云端融合的工业互联网体系结构及关键技术[J].中国科学:信息科学,2020,50(2):195-220.LUO J Z,HE Y,ZHANG L,et al.The architecture and key technologies for an industrial Internet with synergy between the cloud and clients[J].Scientia Sinica Informationis,2020,50(2):195-220.(in Chinese)

[5] ZHANG Y,CHEN X,LI J,et al.Ensuring attribute privacy protection and fast decryption for outsourced data security in mobile cloud computing[J].Information Sciences,2017,379:42-61.

[6] MORENO V R,HUEDO E,MONTERO R S,et al.A disaggregated cloud architecture for edge computing[J].IEEE Internet Computing,2019,23(3):31-36.

[7] VARGHESE B,WANG N,BARBHUIYA S,et al.Challenges and opportunities in edge computing[C]//Proceedings of the 2016 IEEE International Conference on Smart Cloud(SmartCloud).New York:IEEE,2016:20-26.

[8] SATYANARAYANAN M.The emergence of edge computing[J].Computer,2017,50(1):30-39.

[9] AGIWAL M,ROY A,SAXENA N.Next generation 5G wireless networks:A comprehensive survey[J].IEEE Communications Surveys & Tutorials,2016,18(3):1617-1655.

[10] ANAND A,DE V G,SHAKKOTTAI S.Joint scheduling of URLLC and eMBB traffic in 5G wireless networks[J].IEEE/ACM Transactions on Networking,2020,28(2):477-490.

[11] ALAM M,ZHANG Q.Novel codebook-based mc-cdma with compressive sensing multiuser detection for sporadic mmtc[C]//Proceedings of the 2018 IEEE Globecom Workshops(GC Wkshps).Abu Dhabi:IEEE,2018:1-6.

[12] RAO J,VRZIC S.Packet duplication for URLLC in 5G:Architectural enhancements and performance analysis[J].IEEE Network,2018,32(2):32-40.

[13] 冯怡,李鑫,江奎,等.物联网发展逻辑与商业模式创新[J].通信企业管理,2020,397(5):38-42.FENG Y,LI X,JIANG K,et al.The development logic and business model innovation of Internet of Things[J].C-Enterprise Management,2020,397(5):38-42.(in Chinese)

[14] QIU T,CHI J,ZHOU X,et al.Edge computing in industrial internet of things:Architecture,advances and challenges[J].IEEE Communications Surveys & Tutorials,2020,22(4):2462-2488.

[15] DAO N N,LEE Y,CHO S,et al.Multi-tier multi-access edge computing:The role for the fourth industrial revolution[C]//Proceedings of the 2017 International Conference on Information and Communication Technology Convergence(ICTC).Jeju:IEEE,2017:1280-1282.

[16] CHEN Q,XU X,JIANG H,et al.An energy-aware approach for industrial internet of things in 5G pervasive edge computing environment[J].IEEE Transactions on Industrial Informatics,2021,17(7):5087-5907.

[17] LIANG F,YU W,LIU X,et al.Toward edge-based deep learning in Industrial Internet of Things[J].IEEE Internet of Things Journal,2020,7(5):4329-4341.

[18] GAO Y,CHEN Y,HU X,et al.Blockchain based IIOT data sharing framework for SDN-enabled pervasive edge computing[J].IEEE Transactions on Industrial Informatics,2021,17(7):5041-5049.

[19] 刘文强,栾群,王星.从零起步到智能网联:新中国70年汽车产业政策回顾与展望[J].经济纵横,2019,10:42-52.LIU W Q,LUAN Q,WANG X.From zero to intelligent connection:the retrospect and outlook of 70-year automobile industry policy in China[J].Economic Review Journal,2019,10:42-52.(in Chinese)

[20] CUI L,CHEN Z,YANG S,et al.A blockchain-based containerized edge computing platform for the Internet of Vehicles[J].IEEE Internet of Things Journal,2021,8(4):2395-2408.

[21] WANG G,XU F,ZHAO C.A QoS-enabled resource allocation algorithm in Internet of Vehicles with mobile edge computing[J].IET Communications,2020,14(14):2326-2333.

[22] NING Z,ZHANG K,WANG X,et al.Intelligent edge computing in Internet of Vehicles:A joint computation offloading and caching solution[J].IEEE Transactions on Intelligent Transportation Systems,2021,22(4):2212-2225.

[23] FANG Z,XU X,DAI F,et al.Computation offloading and content caching with traffic flow prediction for Internet of Vehicles in edge computing[C]//Proceedings of the 2020 IEEE International Conference on Web Services(ICWS).Beijing:IEEE,2020:380-388.

[24] WAN S,GU R,UMER T,et al.Toward offloading Internet of Vehicles applications in 5G networks[EB/OL].[2020-11-12].http://ieeexplore.ieee.org.

[25] 赵梓铭,刘芳,蔡志平,等.边缘计算:平台、应用与挑战[J].计算机研究与发展,2018,55(2):327-337.ZHAO Z M,LIU F,CAI Z P,et al.Edge computing:platforms,applications and challenges[J].Journal of Computer Research and Development,2018,55(2):327-337.(in Chinese)

[26] DALLA CIA M,MASON F,PERON D,et al.Using smart city data in 5G self-organizing networks[J].IEEE Internet of Things Journal,2017,5(2):645-654.

[27] RAO S K,PRASAD R.Impact of 5G technologies on smart city implementation[J].Wireless Personal Communications,2018,100(1):161-176.

[28] RAHMANI A M,GIA T N,NEGASH B,et al.Exploiting smart e-health gateways at the edge of healthcare internet-of-things:A fog computing approach[J].Future Generation Computer Systems,2018,78:641-658.

[29] QIAO X,REN P,DUSTDAR S,et al.A new era for web AR with mobile edge computing[J].IEEE Internet Computing,2018,22(4):46-55.

[30] ALNOMAN A,SHARMA S K,EJAZ W,et al.Emerging edge computing technologies for distributed IoT systems[J].IEEE Network,2019,33(6):140-147.

[31] TU Y,DONG Z,YANG,H.Key technologies and application of edge computing[J].ZTE Communications,2017,15(2):26-34.

[32] YANG S,SON S,CHOI M J,et al.Performance improvement of apache storm using infiniBand RDMA[J].The Journal of Supercomputing,2019,75(10):6804-6830.

[33] HAN K,LI S,TANG S,et al.Application-driven end-to-end slicing:When wireless network virtualization orchestrates with NFV-based mobile edge computing[J].IEEE Access,2018,6:26567-26577.

[34] ZHANG H,LIU N,CHU X,et al.Network slicing based 5G and future mobile networks:Mobility,resource management,and challenges[J].IEEE communications magazine,2017,55(8):138-145.

[35] ROMAN R,LOPEZ J,MAMBO M.Mobile edge computing,fog:A survey and analysis of security threats and challenges[J].Future Generation Computer Systems,2018,78:680-698.

[36] DU M,WANG K,CHEN Y,e al.Big data privacy preserving in multi-access edge computing for heterogeneous Internet of Things[J].IEEE Communications Magazine,2018,56(8):62-67.

[37] TRAN T X,HAJISAMI A,PANDEY P,et al.Collaborative mobile edge computing in 5G networks:New paradigms,scenarios,and challenges[J].IEEE Communications Magazine,2017,55(4):54-61.

[38] 田小梦.百度全力部署边缘计算应用推行“ABC”战略[J].通信世界,2019,11:46.TIAN X M.Baidu's deployment of edge computing application and implementation of "ABC" strategy[J].Communications World,2019,11:46.(in Chinese)

[39] MELO C,DANTAS J,OLIVEIRA A,et al.Availability models for hyper-converged cloud computing infrastructures[C]//Proceedings of the 2018 Annual IEEE International Systems Conference(SysCon).Vancouver:IEEE,2018:1-7.

[40] LIANG J,LIU F,LI S,et al.A comparative research on open source edge computing systems[C]//Proceedings of the International Conference on Artificial Intelligence and Security.New York:Springer,2019:157-170.

[41] MEDEL V,TOLOSANA-CALASANZ R,BAN?ARES J á,et al.Characterising resource management performance in kubernetes[J].Computers & Electrical Engineering,2018,68:286-297.

[42] XIONG Y,SUN Y,XING L,et al.Extend cloud to edge with kubeedge[C]//Proceedings of the 2018 IEEE/ACM Symposium on Edge Computing(SEC).Seattle:IEEE,2018:373-377.

[43] YU Y.Mobile edge computing towards 5G:Vision,recent progress,and open challenges[J].China Communications,2016,13(2):89-99.

[44] LONG X,WU J,CHEN L.Energy-efficient offloading in mobile edge computing with edge-cloud collaboration[C]//Proceedings of the International Conference on Algorithms and Architectures for Parallel Processing.Guangzhou:Springer,2018:460-475.

[45] MASTORAKIS S,MTIBAA A.Towards service discovery and invocation in data-centric edge networks[C]// Proceedings of the 2019 IEEE 27th International Conference on Network Protocols(ICNP).Chicago:IEEE,2019:1-6.

[46] MACH P,BECVAR Z.Mobile edge computing:A survey on architecture and computation offloading[J].IEEE Communications Surveys & Tutorials,2017,19(3):1628-1656.

[47] WANG Z,ZHAO Z,MIN G,et al.User mobility aware task assignment for mobile edge computing[J].Future Generation Computer Systems,2018,85:1-8.

[48] 施巍松,孙辉,曹杰,等.边缘计算:万物互联时代新型计算模型[J].计算机研究与发展,2017,54(5):907-924.SHI W S,SUN H,CAO J,et al.Edge computing:An emerging computing model for the Internet of Everything era[J].Journal of Computer Research and Development,2017,54(5):907-924.(in Chinese)

[49] ZHANG J,WU Z,XIE W,et al.MEC Architectures in 4G and 5G mobile networks[C]//Proceedings of the 2018 10th International Conference on Wireless Communications and Signal Processing(WCSP).Hangzhou:IEEE,2018:1-5.

[50] HOGLUND A,LIN X,LIBERG O,et al.Overview of 3GPP release 14 enhanced NB-IoT[J].IEEE network,2017,31(6):16-22.

[51] 吕华章,陈丹,范斌,等.边缘计算标准化进展与案例分析[J].计算机研究与发展,2018,55(3):487-511.LV H Z,CHEN D,FAN B,et al.Standardization progress and case analysis of edge computing[J].Journal of Computer Research and Development,2018,55(3):487-511.(in Chinese)

[52] VARGHESE B,AKGUN O,MIGUEL I,et al.Cloud benchmarking for maximising performance of scientific applications[J].IEEE Transactions on Cloud Computing,2016,7(1):170-182.

[53] ESPOSITO C,CASTIGLIONE A,POP F,et al.Challenges of connecting edge and cloud computing:A security and forensic perspective[J].IEEE Cloud Computing,2017,4(2):13-17.

基本信息:

DOI:10.13682/j.issn.2095-6533.2021.04.002

中图分类号:TP399;TN929.5

引用信息:

[1]高聪,陈煜喆,张擎,等.边缘计算:发展与挑战[J].西安邮电大学学报,2021,26(04):7-19.DOI:10.13682/j.issn.2095-6533.2021.04.002.

基金信息:

陕西省重点研发计划项目(2019ZDLGY07-08); 陕西省国际科技合作计划项目(2018KW-049); 工业和信息化部通信软科学研究计划项目(2019-R-29); 陕西省教育厅科研计划项目(21JP115)

投稿时间:

2020-04-21

投稿日期(年):

2020

终审时间:

2024-06-16

终审日期(年):

2024

审稿周期(年):

5

发布时间:

2021-07-10

出版时间:

2021-07-10

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