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
  • [11] QoE-aware Video Adaptive Streaming over HTTP
    Dac, Chien T.
    Tran, Huyen T. T.
    Truong Thu Huong
    Son Tran
    Nguyen Huu Thanh
    Pham Ngoc Nam
    Truong Cong Thang
    IEEE ICCE 2020: 2020 IEEE EIGHTH INTERNATIONAL CONFERENCE ON COMMUNICATIONS AND ELECTRONICS (ICCE), 2021, : 117 - 122
  • [12] QoE-aware UAV flight path design for mobile video streaming in HetNet
    Colonnese, Stefania
    Carlesimo, Andrea
    Brigato, Lorenzo
    Cuomo, Francesca
    2018 IEEE 10TH SENSOR ARRAY AND MULTICHANNEL SIGNAL PROCESSING WORKSHOP (SAM), 2018, : 301 - 305
  • [13] EPASS360: QoE-Aware 360-Degree Video Streaming Over Mobile Devices
    Zhang, Yuanxing
    Guan, Yushuo
    Bian, Kaigui
    Liu, Yunxin
    Tuo, Hu
    Song, Lingyang
    Li, Xiaoming
    IEEE TRANSACTIONS ON MOBILE COMPUTING, 2021, 20 (07) : 2338 - 2353
  • [14] Energy-aware Quality Adaptation for Mobile Video Streaming
    Petrangeli, Stefano
    Van Staey, Patrick
    Claeys, Maxim
    Wauters, Tim
    De Turck, Filip
    2016 12TH INTERNATIONAL CONFERENCE ON NETWORK AND SERVICE MANAGEMENT AND WORKSHOPS(CNSM 2016), 2016, : 253 - 257
  • [15] Energy-Aware QoE and Backhaul Traffic Optimization in Green Edge Adaptive Mobile Video Streaming
    Mehrabi, Abbas
    Siekkinen, Matti
    Yla-Jaaski, Antti
    IEEE TRANSACTIONS ON GREEN COMMUNICATIONS AND NETWORKING, 2019, 3 (03): : 828 - 839
  • [16] QoE-Aware Routing for Video Streaming over Wired Networks
    Ammar, Doreid
    Varela, Martin
    2015 IEEE 23RD INTERNATIONAL SYMPOSIUM ON QUALITY OF SERVICE (IWQOS), 2015, : 71 - 72
  • [17] QoE-aware Traffic Management for Mobile Video Delivery
    Fu, Bo
    Kunzmann, Gerald
    Wetterwald, Michelle
    Corujo, Daniel
    Costa, Rui
    2013 IEEE INTERNATIONAL CONFERENCE ON COMMUNICATIONS WORKSHOPS (IEEE ICC), 2013, : 652 - 656
  • [18] Towards QoE-Aware HAS Video Streaming Over LTE
    Sobhani, Ashkan
    Yassine, Abdulsalam
    Shirmohammadi, Shervin
    2017 IEEE 28TH ANNUAL INTERNATIONAL SYMPOSIUM ON PERSONAL, INDOOR, AND MOBILE RADIO COMMUNICATIONS (PIMRC), 2017,
  • [19] Trace-Driven QoE-Aware Proactive Caching for Mobile Video Streaming in Metropolis
    Huang, Danlan
    Tao, Xiaoming
    Jiang, Chunxiao
    Cui, Shuguang
    Lu, Jianhua
    IEEE TRANSACTIONS ON WIRELESS COMMUNICATIONS, 2020, 19 (01) : 62 - 76
  • [20] MEC Resource Offloading for QoE-Aware HAS Video Streaming
    Taha, Abd-Elhamid M.
    Abu Ali, Najah
    Chi, Hao Ran
    Radwan, Ayman
    IEEE INTERNATIONAL CONFERENCE ON COMMUNICATIONS (ICC 2021), 2021,