A User-Centric Wireless Networks' Optimization Method for Data Service

被引:0
|
作者
Luo, Jun [1 ]
Zhou, WenAn [1 ]
Zhang, WenJi [1 ]
Zhou, Qiang [1 ]
Du, Yu [1 ]
机构
[1] Beijing Univ Posts & Telecommun, Sch Comp Sci, Beijing 100876, Peoples R China
基金
中国国家自然科学基金;
关键词
D O I
10.1007/978-3-319-93659-8_19
中图分类号
TP18 [人工智能理论];
学科分类号
081104 ; 0812 ; 0835 ; 1405 ;
摘要
The optimization method based on traditional KPI statistics can't effectively meet the goal of improving user experience of quality (QoE). Based on QoE, this paper presents a kind of user-centric wireless networks optimization method that includes a users' QoE evaluation model and a locating the network problems method for data service. We propose a novel way of data analysis to build users' QoE evaluation model to allow operators to monitor users experience quality. Based on the technology of data fusion, we exploit a data mining algorithm for diging out the problems leading poor users' QoE and the corresponding probability from multisource data. Consequently, the operators can not only real-time monitor the entire network users' QoE and actively identify the wireless network problems, but also obtain reference guidance for the network optimization staff by utilizing the method. Obviously, this method ensures users' QoE and helps saving a large amount of manpower in networks optimization.
引用
收藏
页码:218 / 227
页数:10
相关论文
共 50 条
  • [41] Optimal User Load and Energy Efficiency in User-Centric Cell-Free Wireless Networks
    Gottsch, Fabian
    Osawa, Noboru
    Ohseki, Takeo
    Yamazaki, Kosuke
    Caire, Giuseppe
    2022 IEEE 95TH VEHICULAR TECHNOLOGY CONFERENCE (VTC2022-SPRING), 2022,
  • [42] An Efficient Wireless Backhaul Algorithm for User-Centric Ultra-Dense Networks
    Feng, Hong
    Li, Xi
    Ji, Hong
    COMMUNICATIONS AND NETWORKING, CHINACOM 2017, PT I, 2018, 236 : 195 - 205
  • [43] Establishing User-centric Cloud Service Registries
    Slawik, Mathias
    Zilci, Beguem Ilke
    Kuepper, Axel
    FUTURE GENERATION COMPUTER SYSTEMS-THE INTERNATIONAL JOURNAL OF ESCIENCE, 2018, 87 : 846 - 867
  • [44] User-Centric Cell Formation for Blind Interference Alignment in Optical Wireless Networks
    Qidan, Ahmad Adnan
    Morales-Cespedes, Maximo
    Armada, Ana Garcia
    Elmirghani, Jaafar M. H.
    IEEE INTERNATIONAL CONFERENCE ON COMMUNICATIONS (ICC 2021), 2021,
  • [45] User-Centric Cooperative MEC Service Offloading
    Chen, Ruoyun
    Lu, Hancheng
    Ma, Pengfei
    2021 IEEE WIRELESS COMMUNICATIONS AND NETWORKING CONFERENCE (WCNC), 2021,
  • [46] User-Centric Thing Environment Service Platform
    Kim, Eungha
    Keum, Changsup
    2015 INTERNATIONAL CONFERENCE ON ICT CONVERGENCE (ICTC), 2015, : 230 - 232
  • [47] Flexible wireless system for user-centric wireless home network
    Yoshino, S., 1600, Nippon Telegraph and Telephone Corp. (11):
  • [48] Joint Optimization of Base Station Clustering and Service Caching in User-Centric MEC
    Qin, Langtian
    Lu, Hancheng
    Lu, Yao
    Zhang, Chenwu
    Wu, Feng
    IEEE TRANSACTIONS ON MOBILE COMPUTING, 2024, 23 (05) : 6455 - 6469
  • [49] Wireless backhaul resource allocation and user-centric clustering in ultra-dense wireless networks
    Hua, Cunqing
    Luo, Yifeng
    Liu, Huibo
    IET COMMUNICATIONS, 2016, 10 (15) : 1858 - 1864
  • [50] A user-centric approach to service creation and delivery over next generation networks
    Yelmo, Juan C.
    del Alamo, Jose M.
    Trapero, Ruben
    Martin, Yod-Samuel
    COMPUTER COMMUNICATIONS, 2011, 34 (02) : 209 - 222