Explicit Content Caching at Mobile Edge Networks with Cross-Layer Sensing

被引:2
|
作者
Chen, Lingyu [1 ]
Su, Youxing [1 ]
Luo, Wenbin [1 ]
Hong, Xuemin [1 ,2 ]
Shi, Jianghong [1 ,2 ]
机构
[1] Xiamen Univ, Sch Informat Sci & Technol, Xiamen 361005, Peoples R China
[2] Minist Educ, Key Lab Underwater Acoust Commun & Marine Informa, Xiamen 361005, Peoples R China
基金
中国国家自然科学基金;
关键词
edge computing; caching; content delivery; content recommendation; cross-layer design; SMALL-CELL; BOUND METHODS; WIRELESS; BRANCH; CHALLENGES; DESIGN;
D O I
10.3390/s18040940
中图分类号
O65 [分析化学];
学科分类号
070302 ; 081704 ;
摘要
The deployment density and computational power of small base stations (BSs) are expected to increase significantly in the next generation mobile communication networks. These BSs form the mobile edge network, which is a pervasive and distributed infrastructure that can empower a variety of edge/fog computing applications. This paper proposes a novel edge-computing application called explicit caching, which stores selective contents at BSs and exposes such contents to local users for interactive browsing and download. We formulate the explicit caching problem as a joint content recommendation, caching, and delivery problem, which aims to maximize the expected user quality-of-experience (QoE) with varying degrees of cross-layer sensing capability. Optimal and effective heuristic algorithms are presented to solve the problem. The theoretical performance bounds of the explicit caching system are derived in simplified scenarios. The impacts of cache storage space, BS backhaul capacity, cross-layer information, and user mobility on the system performance are simulated and discussed in realistic scenarios. Results suggest that, compared with conventional implicit caching schemes, explicit caching can better exploit the mobile edge network infrastructure for personalized content dissemination.
引用
收藏
页数:21
相关论文
共 50 条
  • [41] Cross-Layer Resource Allocation for UAV-Assisted Wireless Caching Networks With NOMA
    Yin, Yue
    Liu, Miao
    Gui, Guan
    Gacanin, Haris
    Sari, Hikmet
    Adachi, Fumiyuki
    IEEE TRANSACTIONS ON VEHICULAR TECHNOLOGY, 2021, 70 (04) : 3428 - 3438
  • [42] Bridge the Present and Future: A Cross-Layer Matching Game in Dynamic Cloud-Aided Mobile Edge Networks
    Qi, Houyi
    Liwang, Minghui
    Wang, Xianbin
    Li, Li
    Gong, Wei
    Jin, Jian
    Jiao, Zhenzhen
    IEEE TRANSACTIONS ON MOBILE COMPUTING, 2024, 23 (12) : 12522 - 12539
  • [43] Edge Selective Sharing for Massive Mobile Video Streaming With Cross-Layer Optimization
    Feng, Fangzheng
    Liu, Guanghua
    Bi, Ting
    Jiang, Tao
    IEEE TRANSACTIONS ON MOBILE COMPUTING, 2024, 23 (12) : 11907 - 11919
  • [44] Cross-Layer Service Rediscovery and Reselection in Mobile Ad Hoc Networks
    Shao, Xu
    Yi, Qingqing
    Teo, Joseph Chee Ming
    Ngoh, Lek Heng
    Zhou, Luying
    Chai, Teck Yoong
    2010 4TH INTERNATIONAL CONFERENCE ON SIGNAL PROCESSING AND COMMUNICATION SYSTEMS (ICSPCS), 2010,
  • [45] A cross-layer approach for TCP optimization over wireless and mobile networks
    Lee, Myungjin
    Kang, Moonsoo
    Kim, Myungchul
    Mo, Jeonghoon
    COMPUTER COMMUNICATIONS, 2008, 31 (11) : 2669 - 2675
  • [46] A cross-layer predictive routing protocol for mobile ad hoc networks
    Carvalho, Marco
    Winkler, Robert
    Perez, Carlos
    Kovach, Jesse
    Choy, Steve
    DEFENSE TRANSFORMATION AND NET-CENTRIC SYSTEMS 2008, 2008, 6981
  • [47] A cross-layer architecture for DiffServ in mobile ad-hoc networks
    Zhou, BS
    Marshall, A
    Lee, TH
    2005 International Conference on Wireless Networks, Communications and Mobile Computing, Vols 1 and 2, 2005, : 833 - 838
  • [48] A Cross-Layer Framework for Spectrum Management in Mobile Ad Hoc Networks
    Geraci, Giovanni
    Limmanee, Athipat
    Huang, Wen
    Maso, Marco
    Quek, Tony Q. S.
    2015 IEEE INTERNATIONAL CONFERENCE ON COMMUNICATIONS (ICC), 2015, : 6437 - 6443
  • [49] Cross-layer design for data accessibility in mobile ad hoc networks
    Chen, K
    Shah, SH
    Nahrstedt, K
    WIRELESS PERSONAL COMMUNICATIONS, 2002, 21 (01) : 49 - 76
  • [50] Cross-layer protocol engineering for wireless mobile networks: Part 1
    Kota, SL
    Hossain, E
    Fantacci, R
    Karmouch, A
    IEEE COMMUNICATIONS MAGAZINE, 2005, 43 (12) : 110 - 111