QoCoVi: QoE- and cost-aware adaptive video streaming for the Internet of Vehicles

被引:4
|
作者
Erfanian, Alireza [1 ]
Tashtarian, Farzad [1 ]
Timmerer, Christian [1 ]
Hellwagner, Hermann [1 ]
机构
[1] Alpen Adria Univ Klagenfurt, Inst Informat Technol ITEC, Christian Doppler Lab ATHENA, Klagenfurt, Austria
关键词
Adaptive video streaming; Internet of Vehicles; Distributed optimization; ProxJ-ADMM; DECOMPOSITION; ADMM;
D O I
10.1016/j.comcom.2022.03.003
中图分类号
TP [自动化技术、计算机技术];
学科分类号
0812 ;
摘要
Recent advances in embedded systems and communication technologies enable novel, non-safety applications in Vehicular Ad Hoc Networks (VANETs). Video streaming has become a popular core service for such applications. In this paper, we present QoCoVi as a QoE-and cost-aware adaptive video streaming approach for the Internet of Vehicles (IoV) to deliver video segments requested by mobile users at specified qualities and deadlines. Considering a multitude of transmission data sources with different capacities and costs, the goal of QoCoVi is to serve the desired video qualities with minimum costs. By applying Dynamic Adaptive Streaming over HTTP (DASH) principles, QoCoVi considers cached video segments on vehicles equipped with storage capacity as the lowest-cost sources for serving requests. We design QoCoVi in two SDN-based operational modes: (i) centralized and (ii) distributed. In centralized mode, we can obtain a suitable solution by introducing a mixed-integer linear programming (MILP) optimization model that can be executed on the SDN controller. However, to cope with the computational overhead of the centralized approach in real IoV scenarios, we propose a fully distributed version of QoCoVi based on the proximal Jacobi alternating direction method of multipliers (ProxJ-ADMM) technique. The effectiveness of the proposed approach is confirmed through emulation with Mininet-WiFi in different scenarios.
引用
收藏
页码:1 / 9
页数:9
相关论文
共 50 条
  • [31] QoE Ready to Respond: A QoE-aware MEC Selection Scheme for DASH-based Adaptive Video Streaming to Mobile Users
    Shi, Wanxin
    Li, Qing
    Zhang, Ruishan
    Shen, Gengbiao
    Jiang, Yong
    Yuan, Zhenhui
    Muntean, Gabriel-Miro
    [J]. PROCEEDINGS OF THE 29TH ACM INTERNATIONAL CONFERENCE ON MULTIMEDIA, MM 2021, 2021, : 4016 - 4024
  • [32] QoE-Aware Routing for Video Streaming over Wired Networks
    Ammar, Doreid
    Varela, Martin
    [J]. 2015 IEEE 23RD INTERNATIONAL SYMPOSIUM ON QUALITY OF SERVICE (IWQOS), 2015, : 71 - 72
  • [33] Towards QoE-Aware HAS Video Streaming Over LTE
    Sobhani, Ashkan
    Yassine, Abdulsalam
    Shirmohammadi, Shervin
    [J]. 2017 IEEE 28TH ANNUAL INTERNATIONAL SYMPOSIUM ON PERSONAL, INDOOR, AND MOBILE RADIO COMMUNICATIONS (PIMRC), 2017,
  • [34] QoE and Video Quality Evaluation for HTTP Based Adaptive Streaming
    Arsenovic, Milica
    Rimac-Drlje, Snjezana
    [J]. 2019 27TH TELECOMMUNICATIONS FORUM (TELFOR 2019), 2019, : 503 - 506
  • [35] QoE Performance of Adaptive Video Streaming in Information Centric Networks
    Goto, Koki
    Hayamizu, Yusaku
    Bandai, Masaki
    Yamamoto, Miki
    [J]. 2019 25TH IEEE INTERNATIONAL SYMPOSIUM ON LOCAL AND METROPOLITAN AREA NETWORKS (IEEE LANMAN 2019), 2019,
  • [36] QoE-SDN APP: A Rate-guided QoE-aware SDN-APP for HTTP Adaptive Video Streaming
    Liotou, Eirini
    Samdanis, Konstantinos
    Pateromichelakis, Emmanouil
    Passas, Nikos
    Merakos, Lazaros
    [J]. IEEE JOURNAL ON SELECTED AREAS IN COMMUNICATIONS, 2018, 36 (03) : 598 - 615
  • [37] MEC Resource Offloading for QoE-Aware HAS Video Streaming
    Taha, Abd-Elhamid M.
    Abu Ali, Najah
    Chi, Hao Ran
    Radwan, Ayman
    [J]. IEEE INTERNATIONAL CONFERENCE ON COMMUNICATIONS (ICC 2021), 2021,
  • [38] Regulating QoE for Adaptive Video Streaming using BBF Method
    Mushtaq, M. Sajid
    Augustin, Brice
    Mellouk, Abdelhamid
    [J]. 2015 IEEE INTERNATIONAL CONFERENCE ON COMMUNICATIONS (ICC), 2015, : 6855 - 6860
  • [39] Analysis of QoE for Adaptive Video Streaming over Wireless Networks
    Poojary, Sudheer
    El-Azouzi, Rachid
    Altman, Eitan
    Sunny, Albert
    Triki, Imen
    Haddad, Majed
    Jimenez, Tania
    Valentin, Stefan
    Tsilimantos, Dimitrios
    [J]. 2018 16TH INTERNATIONAL SYMPOSIUM ON MODELING AND OPTIMIZATION IN MOBILE, AD HOC, AND WIRELESS NETWORKS (WIOPT), 2018,
  • [40] Improving Fairness for QoE of Adaptive Video Streaming over ICN
    Nakagawa, Rei
    Ohzahata, Satoshi
    Yamamoto, Ryo
    [J]. PROCEEDINGS OF THE 2022 IEEE 11TH INTERNATIONAL CONFERENCE ON CLOUD NETWORKING (IEEE CLOUDNET 2022), 2022, : 22 - 27