EQMS: An improved energy-aware and QoE-aware video streaming policy across multiple competitive mobile devices

被引:0
|
作者
Wheatman, Kristina [1 ]
Mehmeti, Fidan [2 ]
Mahon, Mark [1 ]
La Porta, Thomas F. [1 ]
Cao, Guohong [1 ]
机构
[1] Penn State Univ, EECS, University Pk, PA 16801 USA
[2] Tech Univ Munich, Chair Commun Networks, Munich, Germany
基金
美国国家科学基金会;
关键词
Energy efficiency; QoE; Cellular networks; CPU frequency scaling; Video streaming; EDGE;
D O I
10.1007/s11276-022-03199-z
中图分类号
TP [自动化技术、计算机技术];
学科分类号
0812 ;
摘要
Video streaming on mobile devices necessitates a balance between Quality of Experience (QoE) and energy consumption. Given large data sizes from video, extensive amounts of battery power are required for downloading, processing, and playing each video segment. However, video quality may suffer drastically in an effort to pursue energy efficiency. In balancing these two objectives, our research incorporates advanced energy models, processor clock rates, buffer management, and network quality aware downloading. Furthermore, multi-user systems present unique challenges because the availability of network resources can vary greatly over time. We introduce an algorithm that accounts for these fluctuations and effectively balances QoE and energy consumption. Present application in LTE networks and foundations for future implementation in 5G systems are provided. We provide comparison of the performance of our algorithm with an optimal solution and show superior performance against state-of-the-art DASH-inspired algorithms. Finally, we show our algorithm gains in both QoE and energy metrics across users in large-scale multi-cell scenarios.
引用
收藏
页码:1465 / 1484
页数:20
相关论文
共 50 条
  • [31] Adaptive Energy-Efficient and QoE-aware Optimization method for Mobile Video Services
    Zhou, Shiyu
    Ran, Meng
    Lu, Zhaoming
    2016 16TH INTERNATIONAL SYMPOSIUM ON COMMUNICATIONS AND INFORMATION TECHNOLOGIES (ISCIT), 2016, : 388 - 392
  • [32] QoE-aware Quality Selection Method for Adaptive Video Streaming with Scalable Video Coding
    Mori, Shungo
    Bandai, Masaki
    2018 IEEE INTERNATIONAL CONFERENCE ON CONSUMER ELECTRONICS (ICCE), 2018,
  • [33] QoE-Aware Resource Allocation for Adaptive Device-to-Device Video Streaming
    Zhu, Hao
    Cao, Yang
    Wang, Wei
    Liu, Boxi
    Jiang, Tao
    IEEE NETWORK, 2015, 29 (06): : 6 - 12
  • [34] QoE-Aware Multi-Source Video Streaming in Content Centric Networks
    Sadat, Mohammad Nazmus
    Dai, Rui
    Kong, Lingchao
    Zhu, Jingyi
    IEEE TRANSACTIONS ON MULTIMEDIA, 2020, 22 (09) : 2321 - 2330
  • [35] A QoE-aware Quality-level Switching Algorithm for Adaptive Video Streaming
    Azumi, Minoru
    Kurosaka, Takumi
    Bandai, Masaki
    2015 IEEE GLOBAL COMMUNICATIONS CONFERENCE (GLOBECOM), 2015,
  • [36] QoE-aware Routing for Video Streaming over Ad-hoc Networks
    Pham Tran Anh Quang
    Piamrat, Kandaraj
    Viho, Cesar
    2014 IEEE GLOBAL COMMUNICATIONS CONFERENCE (GLOBECOM 2014), 2014, : 181 - 186
  • [37] QoE-aware traffic monitoring based on user behavior in video streaming services
    Laiche, Fatima
    Ben Letaifa, Asma
    Aguili, Taoufik
    CONCURRENCY AND COMPUTATION-PRACTICE & EXPERIENCE, 2023, 35 (11):
  • [38] 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
    PROCEEDINGS OF THE 29TH ACM INTERNATIONAL CONFERENCE ON MULTIMEDIA, MM 2021, 2021, : 4016 - 4024
  • [39] QoE-Aware Video Delivery in Multimedia IoT Network with Multiple Eavesdroppers
    Wu, Dapeng
    Xu, Ruixin
    Zhang, Hong
    Li, Zhidu
    Wang, Ruyan
    Fedotov, Alexander
    Badenko, Vladimir
    SECURITY AND COMMUNICATION NETWORKS, 2022, 2022
  • [40] (Offloading) QoE-Aware Application Mapping and Energy-Aware Module Placement in Fog Computing plus Offloading
    Keat, Low Choon
    Fong, Ang Tan
    Chong, Chun Yong
    Yiqi, Tew
    INTERNATIONAL JOURNAL OF WEB SERVICES RESEARCH, 2022, 19 (01)