浏览全部资源
扫码关注微信
1. 中国科学院大学,北京100049
2. 中国科学院计算技术研究所,北京100080
3. 移动计算与新型终端北京市重点实验室,北京100190
4. 北京邮电大学,北京100876
[ "周一青(1975−),女,中国科学院大学岗位教授,中国科学院计算技术研究所“百人计划”研究员、博士生导师,无线通信技术研究中心副主任,移动计算与新型终端北京市重点实验室研究员,主要研究方向为移动通信、通信与计算融合等。" ]
[ "孙布勒(1992−),男,中国科学院计算技术研究所博士生,主要研究方向为通信与计算融合、大规模多天线、毫米波通信等。" ]
[ "齐彦丽(1991−),女,中国科学院计算技术研究所博士生,主要研究方向为移动边缘计算、通信与计算融合、无线资源管理等。" ]
[ "彭燕(1993−),女,中国科学院计算技术研究所博士生,主要研究方向为通信与计算融合、超密集网络等。" ]
[ "刘玲(1990−),女,中国科学院计算技术研究所助理研究员,主要研究方向为5G无线通信、通信与计算融合、超密集网络、无线资源管理等。" ]
[ "张志龙(1985−),男,北京邮电大学讲师,主要从事多媒体通信、无线视频传输策略优化等方面的研究工作。" ]
[ "刘奕彤(1982−),女,北京邮电大学讲师,主要从事VR视频和三维模型的无线传输等方面的研究工作。" ]
[ "刘丹谱(1972−),女,北京邮电大学国际学院电信工程及管理系主任、博士生导师,IEEE高级会员,中国通信学会和中国电子学会高级会员,一直致力于无线视频传输策略优化领域的基础理论与关键技术研究。" ]
[ "李兆歆(1983−),男,中国科学院计算技术研究所助理研究员,主要从事三维重建领域的研究工作。" ]
[ "田霖(1980−),女,中国科学院计算技术研究所副研究员,主要研究方向为绿色无线通信系统与无线资源管理技术。" ]
网络出版日期:2018-08,
纸质出版日期:2018-08-20
移动端阅览
周一青, 孙布勒, 齐彦丽, 等. 面向通信与计算融合的5G移动增强/虚拟现实[J]. 电信科学, 2018,34(8):19-33.
Yiqing ZHOU, Bule SUN, Yanli QI, et al. Mobile AR/VR in 5G based on convergence of communication and computing[J]. Telecommunications science, 2018, 34(8): 19-33.
周一青, 孙布勒, 齐彦丽, 等. 面向通信与计算融合的5G移动增强/虚拟现实[J]. 电信科学, 2018,34(8):19-33. DOI: 10.11959/j.issn.1000−0801.2018241.
Yiqing ZHOU, Bule SUN, Yanli QI, et al. Mobile AR/VR in 5G based on convergence of communication and computing[J]. Telecommunications science, 2018, 34(8): 19-33. DOI: 10.11959/j.issn.1000−0801.2018241.
面向通信与计算融合的5G移动通信网络,剖析移动AR/VR信息处理和传输的特征,提出融合通信与计算的能力,在未来5G移动通信网络中采用多级计算,通过协同网络多级计算节点的能力来解决移动终端计算能力有限的问题;采用智能传输机制,通过高效频谱感知、分层编码、空口自适应传输等来克服移动信道传输能力不稳定的问题;采用时延保障机制,通过通信与计算资源协同管理来确保移动AR/VR服务时延。对移动AR/VR多级计算模型、智能传输机制和服务时延保障的研究现状和发展趋势进行综述,总结现有研究存在的问题,并提出下一步研究的方向。
Oriented to 5Gmobile communication network combining with communication and computation
the characteristics ofmobile AR/VR information processing and transmission were analyzed
and the ability to integrate communication and computation was proposed
and the capability of integrating communication and computing was proposed.In the future 5Gmobile communication network
multi-level computing will be used to solve the problem of limited computing capacity ofmobile terminals by the capability ofmulti-level computing nodes in collaborative network.Intelligent transmissionmechanism could overcome the problem of unstable transmission capacity ofmobile channel by efficient spectrum sensing
layered coding and adaptive space port transmission
and themobile AR/VR service delay was ensured by using delay guaranteemechanism and cooperativemanagement of communication and computing resources.The research status and development trend ofmobile AR/VRmulti-level computingmodel
intelligent transmissionmechanism and service delay guarantee was reviewed
the existing problems were summarized and the next research direction was put forward.
3GPP.System architecture foRthe 5G system,version 1.2.0:TS23.501 [S ] . 2007 .
ETSI.Mobile edge computing(MEC)ETSI Industry Specification Group(ISG)version 1.1.1 [R ] . 2016 .
德意志银行 . 了解关于VR的一切 [R ] . 2016 .
Deutsche Bank Learn all about VR [R ] . 2016 .
齐彦丽 , 周一青 , 刘玲 , 等 . 融合MEC 的未来5G 移动通信网络 [J ] . 计算机研究与发展 , 2018 , 55 ( 3 ): 478 - 486 .
QI Y L , ZHOU Y Q , LIU L , et al . MEC coordinated future 5Gmobile wireless networks [J ] . Journal of Computer Research and Development , 2018 , 55 ( 3 ): 478 - 486 .
周一青 , 李国杰 . 未来移动通信系统中的通信与计算融合 [J ] . 电信科学 , 2018 , 34 ( 3 ): 1 - 7 .
ZHOU Y Q , LI G J . Convergence of communication and computing infuturemobile communication systems [J ] . Telecommunications Science , 2018 , 34 ( 3 ): 1 - 7 .
DAME A , PRISACARIU V A , REN C , et al . Dense reconstruction using 3D object shape priors [C ] // IEEE Conference on Computer Vision and Pattern Recognition,June 23-28,2013,Portland,OR,USA . Washington DC:IEEE Computer Society , 2013 : 1288 - 1295 .
PRADEEP V , RHEMANN C , IZADI S , et al . MonoFusion:real-time 3D reconstruction of small scenes with a single webcamera [C ] // IEEE International Symposium on Mixed and Augmented Reality,Oct 1-4,2013,Adelaide,Australia . Washington DC:IEEE Computer Society , 2013 : 83 - 88 .
LAN G , LUO Z,HAO , et al . Development of a virtual reality teleconference system using distributed depth sensor [C ] // IEEE International Conference on Computer and Communications,December 13-16,2017,Chengdu,China . Washington DC:IEEE Computer Society , 2017 : 975 - 978 .
KAPUSTA P , MAJCHROWICZ M , SANKOWSKI D , et al . Acceleration of image reconstruction in 3D electri cal capacitance tomography in heterogeneous,multi-GPU system using sparsematrix computations and finite elementmethod [C ] // The Federated Conference on Computer Science and Information Systems,September 11-14,2016,Gdansk,Poland . Washington DC:IEEE Computer Society , 2016 : 679 - 683 .
QIAN M , WANG Y , ZHOU Y , et al . A super base station based centralized network architecture for 5Gmobile communication systems [J ] . Digital Communications and Networks , 2015 , 1 ( 2 ): 152 - 159 .
ZHOU Y , LIU H , PAN Z , et al . Energy efficient two-stage cooperativemulticast based on device to device transmissions:effect of user density [J ] . IEEE Transactions on VehiculaRtechnology , 2016 , 65 ( 9 ): 7297 - 7307 .
SUN Q , TIAN L , ZHOU Y , et al . Energy efficient incentive resource allocation in D2D cooperative communications [C ] // IEEE International Conference on Communications(ICC),June 8-12,2015,London,UK . Washington DC:IEEE Computer Society , 2015 : 2632 - 2637 .
LOCHER A , PERDOCH M , RIEMENSCHNEIDER H , et al . Mobile phone and cloud-a dream team for 3D reconstruction [J ] . IEEE Applications of Computer Vision , 2016 : 1 - 8 .
MASIP-BRUIN X , MARÍN-TORDERA E , TASHAKOR G , et al . Foggy clouds and cloudy fogs:a real need for coordinatedmanagement of fog-to-cloud computing systems [J ] . IEEE Wireless Communications , 2016 , 23 ( 5 ): 120 - 128 .
ZHENG K , MENG H , CHATZIMISIOS P , et al . An SMDP-based resource allocation in vehicular cloud computing systems [J ] . IEEE Transactions on Industrial Electronics , 2015 , 62 ( 12 ): 7920 - 7928 .
BONOMI F , MILIT RO , ZHU J , et al . Fog computing and its role in the internet of things [C ] // ACM Workshop on Mobile Cloud Computing,August 17,2012,Helsinki,Finland . New York:ACM Press , 2012 : 13 - 16 .
LIU Y , LEE M J , ZHENG Y , et al . Adaptivemulti-resource allocation for cloudlet-basedmobile cloud computing system [J ] . IEEE Transactions on Mobile Computing , 2016 , 15 ( 10 ): 2398 - 2410 .
ETSI.Mobile edge computing(MEC):framework and reference architecture,version 1.1.1 [R ] . 2016 .
HOU X , LU Y , DEY S , et al . Wireless VR/AR with edge/cloud computing [C ] // International Conference on Computer Communication and Networks,September 18,2017,Vancouver,Canada . Washington DC:IEEE Computer Society , 2017 : 1 - 8 .
TANSKANEN P , KOLEV K , MEIER L , et al . Livemetric 3D reconstruction onmobile phones [C ] // IEEE International Conference on Computer Vision,March 3,2013,Sydney,Australia . Washington DC:IEEE Computer Society , 2013 : 65 - 72 .
KOLEV K , TANSKANEN P , SPECIALE P , et al . Turningmobile phones into 3D scanners [C ] // IEEE Conference on Computer Vision and Pattern Recognition,June 23-28,2014,Columbus,USA . Washington DC:IEEE Computer Society , 2014 : 3946 - 3953 .
ONDR´U SKA P , KOHLI P , IZADI S , et al . Mobile fusion:real-time volumetric surface reconstruction and dense tracking onmobile phones [J ] . IEEE Transactions on Visualization &Computer Graphics , 2015 , 21 ( 11 ): 1251 - 1258 .
MUR-ARTAL R , MONTIEL J M M , TARD´OS J D , et al . ORB-SLAM:a versatile and accuratemonocular SLAM system [J ] . IEEE Transactions on Robotics , 2015 , 31 ( 5 ): 1147 - 1163 .
LAI Z , HU Y C , CUI Y , et al . Furion:engineering high-quality immersive virtual reality on today’smobile devices [C ] // ACM 23rd Annual International Conference on Mobile Computing and Networking,October 16-20,2017,Snowbird,Utah,USA . New York:ACM Press , 2017 : 409 - 421 .
LIU L , ZHOU Y , TIAN L , et al . CPC-based backward compatible network access for LTE cognitive radio cellular networks [J ] . IEEE CommunicationMagazine , 2015 , 53 ( 7 ): 93 - 99 .
SIMON N . Cognitive radio:brain-empowered wireless communications [J ] . IEEE Journal on Selected Areas in Communications , 2005 , 23 ( 2 ): 201 - 220 .
YIN W S , REN P Y , DU Q H , et al . Delay and throughput oriented continuous spectrum sensing schemes in cognitive radio networks [J ] . IEEE Transactions on Wireless Communications , 2012 , 11 ( 6 ): 2148 - 2159 .
QUAN Z , CUI S , SAYED A H , et al . Optimal linear cooperation for spectrum sensing in cognitive radio [C ] // IEEE Military Communications Conference,Oct 29-31,2007,Orlando,FL,USA . Washington DC:IEEE Computer Society , 2007 : 1 - 6 .
ZHAO Y , MORALES L , GAEDDERT J , et al . Applying radio environmentmaps to cognitive wireless regional area networks [C ] // IEEE 2nd International Symposium on New Frontiers in Dynamic Spectrum Access Networks,Apr 17-20,2007,Dublin,Ireland . Washington DC:IEEE Computer Society , 2007 : 115 - 118 .
PEREZ-ROMERO J , ZALONIS A , BOUKHATEM L , et al . On the use of radio environmentmaps for interferencemanagement in heterogeneous networks [J ] . IEEE CommunicationsMagazine , 2015 , 53 ( 8 ): 184 - 191 .
WANG Y , PEDERSEN K I , SORENSEN T B , MOGENSEN P E , et al . Utilitymaximization in LTE-advanced systems with carrier aggregation [C ] // IEEE VehiculaRtechnology Conference,Sept 5-8,2011,Yokohama,Japan . Washington DC:IEEE Computer Society , 2011 : 1 - 5 .
LIAO H S , CHEN P Y , CHEN W T , et al . An efficient downlink radio resource allocation with carrier aggregation in LTE-advanced networks [J ] . IEEE Transactions on Mobile Computing , 2014 , 13 ( 13 ): 2229 - 2239 .
SUNDARESAN K , RANGARAJAN S . Energy efficient carrier aggregation algorithms for next generation cellular networks [C ] // IEEE 21st International Conference on Network Protocols,Oct 7-10,2013,Goettingen,Germany . Washington DC:IEEE Computer Society , 2013 : 1 - 10 .
CHUNG Y L , JANG L J , TSAI Z , et al . An efficient downlink packet scheduling algorithm in LTE-advanced systems with carrier aggregation [C ] // IEEE Consumer Communications and Networking Conference,Jan 10-13,2011,Las Vegas,NV,USA . Washington DC:IEEE Computer Society , 2011 : 632 - 636 .
WANG Y, K I , PEDSRSEN K I , SORENSEN T B , MOGENSEN P E , et al . Carrier load balancing and packet scheduling formulti-carrier systems [J ] . IEEE Transactions on Wireless Communications , 2010 , 9 ( 5 ): 1780 - 1789 .
SCHWARZ H , MARPE D , WIEGAND T , et al . 264/AVC standard [J ] . IEEE Transactions on Circuits & Systems for Video Technology , 2007 , 17 ( 9 ): 1103 - 1120 .
BOYCE J M , Ye Y , CHEN J , et al . Overview of SHVC:s calable extensions of the high efficiency video coding standard [J ] . IEEE Transactions on Circuits & Systems for Video Technology , 2016 , 26 ( 1 ): 20 - 34 .
SULLIVAN G J , BOYCE J M , CHEN Y , et al . Extensions of high efficiency video coding(HEVC) [J ] . IEEE Journal of Selected Topics in Signal Processing , 2013 , 7 ( 6 ): 1001 - 1016 .
ZHAO Y , CHEN Z , ZHU C , et al . Binocular just-noticeabledifferencemodel for stereoscopic images [J ] . IEEE Signal Processing Letters , 2010 , 18 ( 1 ): 19 - 22 .
周俊明 , 郁梅 , 蒋刚毅 , 等 . 面向ROI 编码的立体图像比特分配策略分析 [J ] . 高技术通讯 , 2011 , 21 ( 10 ): 1048 - 1055 .
ZHOU J M , YU M , JIANG G Y , et al . Analysis of bit allocation for ROI based coding of stereoscopic images [J ] . Chinese High Technology Letters , 2011 , 21 ( 10 ): 1048 - 1055 .
SHAO F , JIANG G , YU M , et al . A novel rate control technique for asymmetric-quality stereoscopic video [J ] . IEEE Transactions on Consumer Electronics , 2012 , 57 ( 4 ): 1823 - 1829 .
WEI H , ZHOU X , ZHOU W , et al . Visual saliency based perceptual video coding in HEVC [C ] // IEEE International Symposium on Circuits and Systems,May 22-25,2016,Florence,Italy . Piscataway:IEEE Press , 2016 : 2547 - 2550 .
KIM J , BAE S H , KIM M , et al . An HEVC-compliant perceptual video coding scheme based on JNDmodels for variable block-sized transform kernels [J ] . IEEE Transactions on Circuits &Systems for Video Technology , 2015 , 25 ( 11 ): 1786 - 1800 .
CHEN M , SAAD W , YIN C , et al . Virtual reality over wireless networks:quality-of-servicemodel and learning-based resourcemanagement [J ] . IEEE Transactions on Communications , 2018 ( 99 ):1.
AHN J , KIM Y Y , KIM R Y , et al . Delay oriented VRmode WLAN for efficient wirelessmulti-user virtual reality device [C ] // IEEE International Conference on Consumer Electronics,Jan 8-10,2017,Las Vegas,NV,USA . Washington DC:IEEE Computer Society , 2017 : 122 - 123 .
LAI C F , CHAO H C , LAI Y X , et al . Cloud-assisted real-time transrating for HTTP live streaming [J ] . IEEE Wireless Communications , 2013 , 20 ( 3 ): 62 - 70 .
WANG F , LIU J , CHEN M , et al . Calms:cloud-assisted livemedia streaming for globalized demands with time/region diversities [C ] // IEEE INFOCOM,Mar 25-30,2012,Orlando,FL,USA . Washington DC:IEEE Computer Society , 2012 : 199 - 207 .
WANG F , LIU J , CHEN M , et al . Migration towards cloud-assisted livemedia streaming [J ] . IEEE/ACM Transactions on Networking , 2016 , 24 ( 1 ): 272 - 282 .
HE J , XUE Z , WU D , et al . CBM:online strategies on cost-aware buffermanagement formobile video streaming [J ] . IEEE Transactions on Multimedia , 2014 , 16 ( 1 ): 242 - 252 .
ZHENG Y , WU D , KE Y , et al . Online cloud transcoding and distribution for crowd sourced live game video streaming [J ] . IEEE Transactions on Circuits & Systems for Video Technology , 2016 :1.
TANG J , QUEK T Q S . The role of cloud computing in content-centricmobile networking [J ] . IEEE CommunicationsMagazine , 2016 , 54 ( 8 ): 52 - 59 .
DENG M , TIAN H , FAN B . Fine-granularity based application offloading policy in small cell cloud-enhanced networks [C ] // IEEE International Conference on Communications Workshops,May 23-27,2016,Kuala Lumpur,Malaysia . Washington DC:IEEE Computer Society , 2016 : 638 - 643 .
CHEN X , JIAO L , LI W , et al . Efficientmulti-user computation offloading formobile-edge cloud computing [J ] . IEEE/ACM Transactions on Networking , 2016 , 24 ( 5 ): 2795 - 2808 .
CAO S , TAO X , HOU Y . An energy-optimal offloading algorithm ofmobile computing based on HetNets [C ] // International Conference on Connected Vehicles and Expo,Oct 19-23,2015,Shenzhen,China . Washington DC:IEEE Computer Society , 2015 : 254 - 258 .
ZHAO Y , ZHOU S , ZHAO T , et al . Energy-efficient task offloading formultiusermobile cloud computing [C ] // IEEE/CIC International Conference on Communications in China,Oct 14-17,2016,Shenzhen,China . Washington DC:IEEE Computer Society , 2016 : 1 - 5 .
VONDRA M , BECVAR Z . QoS-ensuring distribution of computation load among cloud-enabled small cells [C ] // IEEE International Conference on Cloud Networking,Oct 8-10,2014,Luxembourg . Washington DC:IEEE Computer Society , 2014 : 197 - 203 .
MUNOZ O , PASCUAL-ISERTE A , VIDAL J . Joint allocation of radio and computational resources in wireless application offloading [C ] // IEEE Future Network and Mobile Summit,Jul 3-5,2013,Lisboa,Portugal . Washington DC:IEEE Computer Society , 2013 : 1 - 10 .
MAO Y , ZHANG J , SONG S H , et al . Power-delay trade-off inmulti-usermobile-edge computing systems [C ] // IEEE Global Communications Conference,Dec 4-8,2016,Washington DC,USA . Washington DC:IEEE Computer Society , 2016 : 1 - 6 .
LIU J , MAO Y , ZHANG J , et al . Delay-optimal computation task scheduling formobile-edge computing systems [C ] // IEEE International Symposium on Information Theory,Jul 10-15,2016,Barcelona,Spain . Washington DC:IEEE Computer Society , 2016 : 1451 - 1455 .
MAO Y , ZHANG J , LETAIEF K B . Dynamic computation offloading formobile-edge computing with energy harvesting devices [J ] . IEEE Journal on Selected Areas in Communications , 2016 , 34 ( 12 ): 3590 - 3605 .
SATYANARAYANAN M , BAHL P , DAVIES N . The case for VM-based cloudlets inmobile computing [J ] . IEEE Pervasive Computing , 2009 , 8 ( 4 ): 14 - 23 .
WANG K , SHEN M , CHO J , et al . MobiScud:a fastmoving personal cloud in themobile network [C ] // ACM Workshop on All Things Cellular:Operations,Applications and Challenges,Aug 17,2015,New York,USA . New York:ACM Press , 2015 : 19 - 24 .
BECVAR Z , PLACHY J , MACH P . Path selection using handover inmobile networks with cloud-enabled small cells [C ] // IEEE International Symposium on Personal,Indoor,and Mobile Radio Communication,Aug 30-Sept 2,2015,Washington DC,USA . Washington DC:IEEE Computer Society , 2015 : 1480 - 1485 .
RAVI A , PEDDOJU S K . Handoff strategy for improving energy efficiency and cloud service availability formobile devices [J ] . Wireless Personal Communications , 2015 , 81 ( 1 ): 101 - 132 .
CLARK C , FRASER K , HAND S , et al . Livemigration of virtualmachines [C ] // 2nd Conference on Symposium on Networked Systems Design and Implementation,May 2-4,2005,Lombard,IL,USA . New York:ACM Press , 2005 : 273 - 286 .
BELLAVISTA P , ZANNI A , SOLIMANDO M . Amigration-enhanced edge computing support formobile devices in hostile environments [C ] // IEEE Wireless Communications and Mobile Computing Conference,June 26-30,2017,Valencia,Spain . Washington DC:IEEE Computer Society , 2017 : 957 - 962 .
WANG S , URGAONKAR R , CHAN K , et al . Dynamic service placement formobilemicro-clouds with predicted future costs [C ] // IEEE International Conference on Communications,June 8-12,2015,London,UK . Washington DC:IEEE Computer Society , 2015 : 5504 - 5510 .
PLACHY J , BECVAR Z , STRINATI E C . Dynamic resource allocation exploitingmobility prediction inmobile edge computing [C ] // IEEE International Symposium on Personal,Indoor,and Mobile Radio Communications,Sept 4-8,2016,Valencia,Spain . Washington DC:IEEE Computer Society , 2016 : 1 - 6 .
FANG W , ZHENG L , DENG H , et al . Real-timemotion tracking formobile augmented/virtual reality using adaptive visual-inertial fusion [J ] . Sensors , 2017 , 17 ( 5 ): 1 - 22 .
KIM H , LEUTENEGGER S , DAVISON A J . Real-time 3D reconstruction and 6-DoF tracking with an event camera [C ] // European Conference on Computer Vision,October 8-16,2016,Amsterdam,Netherlands . New York:Springer International Publishing , 2016 : 349 - 364 .
DOBBINS M K , RONDOT P , SCHWARTZ K , et al . Providing a collaborative immersive environment using a spheri cal camera andmotion capture:US 8217995 B2 [J ] .2012-07-10.
AHLEHAGH H , DEY S . Hierarchi cal video caching in wireless cloud:approaches and algorithms [C ] // IEEE International Conference on Communications,June 10-15,2012,Ottawa,ON,Canada . Washington DC:IEEE Computer Society , 2012 : 7082 - 7087 .
WANG X , CHEN M , TALEB T , et al . Cache in the air:exploiting content caching and delivery techniques for 5G systems [J ] . IEEE CommunicationsMagazine , 52 ( 2 ): 131 - 139 .
MOLISCH A F , CAIRE G , OTT D , et al . Caching eliminates the wireless bottleneck in video aware wireless networks [J ] . Advances in Electri cal Engineering , 2014 ( 9 ): 74 - 80 .
LI W , OTEAFY S M A , HASSANEIN H S . Dynamic adaptive streaming over popularity-driven caching in information-centric networks [C ] // IEEE International Conference on Communications,June 8-12,2015,London,UK . Washington DC:IEEE Computer Society , 2015 : 5747 - 5752 .
LIU Y , GEURTS J , POINT J C , et al . Dynamic adaptive streaming over CCN:a caching and overhead analysis [C ] // IEEE International Conference on Communications,June 9-13,2013,Budapest,Hungary . Washington DC:IEEE Computer Society , 2013 : 2222 - 2226 .
LIANG K , HAO J , ZIMMERMANN R , et al . Integrated prefetching and caching for adaptive video streaming over HTTP:an online approach [C ] // ACM Multimedia Systems Conference,March 18-20,2015,Portland,OR,USA . New York:ACM Press , 2015 : 142 - 152 .
GRANDL R , SU K , WESTPHAL C . On the interaction of adaptive video streaming with content-centric networking [J ] . Journal of Sports Sciences , 2013 , 23 ( 9 ): 977 - 989 .
FUENTE Y S D L , SCHIERL T , HELLGE C , et al . iDASH:improved dynamic adaptive streaming over HTTP using s calable video coding [C ] // ACM SIGMM Conference on Multimedia Systems,Feb 23-25,2011,San Jose,CA,USA . New York:ACM Press , 2011 : 257 - 264 .
TRAN T X , POMPILI D . Octopus:a cooperative hierarchi cal caching strategy for radio access networks [C ] // IEEE International Conference on Mobile Ad Hoc and Sensor Systems,Oct 10-13,2016,Brasilia,Brazil . Washington DC:IEEE Computer Society , 2016 : 154 - 162 .
ZHANG Z , LIU D , YUAN Y . Layered hierarchi cal caching for SVC-based HTTP adaptive streaming over C-RAN [C ] // IEEE Wireless Communications and Networking Conference,March 19-22,2017,San Francisco,CA,USA . Washington DC:IEEE Computer Society , 2017 : 1 - 6 .
0
浏览量
1
下载量
0
CSCD
关联资源
相关文章
相关作者
相关机构