Load Balancing Algorithm Based on Neural Network in Heterogeneous Wireless Networks

被引:1
作者
Song, Xin [1 ]
Wu, Liangming [2 ]
Ren, Xin [1 ]
Gao, Jing [1 ]
机构
[1] Northeastern Univ, Engn Optimizat & Smart Antenna Inst, Qinhuangdao 066004, Peoples R China
[2] North Automat Control Technol Inst, Taiyuan 030006, Peoples R China
来源
ADVANCES IN NEURAL NETWORKS - ISNN 2015 | 2015年 / 9377卷
关键词
Heterogeneous wireless network; Load balancing; Admission control; Blocking probability;
D O I
10.1007/978-3-319-25393-0_51
中图分类号
TP18 [人工智能理论];
学科分类号
081104 ; 0812 ; 0835 ; 1405 ;
摘要
Some load balancing algorithms in heterogeneous wireless networks can not consider the problems arising from the admission control of new service and service transfer of heavy load networks. To solve these problems, we propose a load balancing algorithm based on neural networks. This algorithm is used to conduct prediction through network load rate and achieve the network admission of new service by combining an admission control optimization algorithm. Moreover, by analyzing network performance, some services of heavy load network are transferred to overlay light load network. The simulation results indicate that our algorithm can well realize the load balancing of heterogeneous wireless network and provide high resource utilization.
引用
收藏
页码:463 / 472
页数:10
相关论文
共 14 条
  • [1] [Anonymous], 2007, PROC 5 INT C ADV MOB
  • [2] Badia L, 2003, 2003 IEEE INTERNATIONAL CONFERENCE ON COMMUNICATIONS, VOLS 1-5, P1664
  • [3] Cao JN, 2014, SPRINGERBRIEF COMPUT, P9, DOI 10.1007/978-1-4939-0416-7_2
  • [4] Chai R, 2011, 2011 6TH INTERNATIONAL ICST CONFERENCE ON COMMUNICATIONS AND NETWORKING IN CHINA (CHINACOM), P714, DOI 10.1109/ChinaCom.2011.6158247
  • [5] Jiao Yi, 2013, Journal of Jilin University (Engineering and Technology Edition), V43, P794, DOI 10.7964/jdxbgxb201303039
  • [6] Jin Ling, 2013, Journal of Nanjing University of Posts and Telecommunications, V33, P13
  • [7] Johnson SB, 2013, 2013 IEEE CONFERENCE ON INFORMATION AND COMMUNICATION TECHNOLOGIES (ICT 2013), P1206
  • [8] [盛洁 Sheng Jie], 2013, [电子学报, Acta Electronica Sinica], V41, P321
  • [9] Sheng Jie, 2010, 2010 12th IEEE International Conference on Communication Technology (ICCT 2010), P488, DOI 10.1109/ICCT.2010.5688876
  • [10] The common RRM approach to admission control for converged heterogeneous wireless networks
    Skehill, Ronan
    Barry, Michael
    Kent, William
    O'Callaghan, Maria
    Gawley, Neville
    McGrath, Sean
    [J]. IEEE WIRELESS COMMUNICATIONS, 2007, 14 (02) : 48 - 56