Network Selection Algorithm Based on Chi-Square Distance in Heterogeneous Wireless Networks

被引:6
|
作者
Yu, Hewei [1 ]
Chen, Lihua [2 ]
Yu, Jingxi [3 ]
机构
[1] South China Univ Technol, Sch Comp Sci & Engn, Guangzhou 510640, Guangdong, Peoples R China
[2] Huawei Technol Co Ltd, Shenzhen, Peoples R China
[3] Univ Washington, Dept Math, Seattle, WA 98195 USA
关键词
Access network selection; Chi square distance; Heterogeneous network; CRITIC; Entropy weight; AHP;
D O I
10.1007/s11277-019-06946-2
中图分类号
TN [电子技术、通信技术];
学科分类号
0809 ;
摘要
This paper proposes an access network selection algorithm based on a cooperative strategy with Chi square distance, subjective weights for traffic classes and objective attributes of network. The algorithm gets the subjective weights of attribute in four traffic classes using AHP at first, then calculates objective weights using a cooperative method of entropy weight and criteria importance though intercriteria correlation. The final weights are obtained by a comprehensive weighting method based on minimizing the deviation between weights. Finally we measure the Chi square distance between every candidate network and the ideal network and choose the one which has the minimum Chi square distance to the idea network as the best access network. Simulation results show that the proposed algorithm can select the most suitable access network to meet the requirements of current traffic and observably extend the discernibility between candidate networks. The ratio between the best and the second-best network in this algorithm is 8 or 9 times bigger than that in technique for order preference by similarity to ideal solutions, simple additive weighting and grey relational analysis. Furthermore, it can avoid falling into local optimal situation, choose the correct optimal access network when some network attributes appear extreme data, and has good algorithm robustness.
引用
收藏
页码:1625 / 1643
页数:19
相关论文
共 50 条
  • [31] METHOD OF PRINCIPAL COMPONENT ANALYSIS BASED ON CHI-SQUARE DISTANCE WITH REGIONAL APPLICATION
    STROHMEIER, A
    LIECHTI, D
    REGIONAL SCIENCE AND URBAN ECONOMICS, 1978, 8 (02) : 129 - 141
  • [32] Network Selection in Wireless Heterogeneous Networks
    Prabhavathi, P.
    Nithyanandan, L.
    2013 INTERNATIONAL CONFERENCE ON COMMUNICATIONS AND SIGNAL PROCESSING (ICCSP), 2013, : 357 - 361
  • [33] A FAST CHI-SQUARE BASED ALGORITHM FOR TEXT CATEGORIZATION OF MEDLINE CITATIONS
    Kastrin, Andrej
    Peterlin, Borut
    Hristovski, Dimitar
    IUBMB LIFE, 2009, 61 (03) : 326 - 326
  • [34] MINIMUM CHI-SQUARE ESTIMATION AND TESTS FOR MODEL SELECTION
    VUONG, QH
    WANG, WR
    JOURNAL OF ECONOMETRICS, 1993, 56 (1-2) : 141 - 168
  • [35] Intrusion detection in pervasive networks based on a chi-square statistic test
    Zhou, Bo
    Shi, Qi
    Merabti, Madjid
    30TH ANNUAL INTERNATIONAL COMPUTER SOFTWARE AND APPLICATIONS CONFERENCE, VOL 2, SHORT PAPERS/WORKSHOPS/FAST ABSTRACTS/DOCTORAL SYMPOSIUM, PROCEEDINGS, 2006, : 203 - +
  • [36] Context-Aware Network Selection Algorithm for Heterogeneous Wireless Networks
    Zalghout, Mohamad
    Crussiere, Matthieu
    Abdul-Nabi, Samih
    Helard, Jean-Francois
    Khalil, Ayman
    2017 SENSORS NETWORKS SMART AND EMERGING TECHNOLOGIES (SENSET), 2017,
  • [37] Network Selection Algorithm for Multiservice Multimode Terminals in Heterogeneous Wireless Networks
    Yu, Hewei
    ma, Yanan
    Yu, Jingxi
    IEEE ACCESS, 2019, 7 : 46240 - 46260
  • [38] Heterogeneous wireless network selection algorithm based on group decision
    ZHANG Shuo
    ZHU Qi
    The Journal of China Universities of Posts and Telecommunications, 2014, 21 (03) : 1 - 9
  • [39] Heterogeneous wireless network selection algorithm based on group decision
    ZHANG Shuo
    ZHU Qi
    The Journal of China Universities of Posts and Telecommunications, 2014, (03) : 1 - 9
  • [40] Heterogeneous wireless network selection algorithm based on group decision
    Zhu, Q. (zhuqi@njupt.edu.cn), 1600, Beijing University of Posts and Telecommunications (21):