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Load Balancing Algorithm Based on Neural Network in Heterogeneous Wireless Networks

  • Xin Song
  • Liangming Wu
  • Xin Ren
  • Jing Gao
Conference paper
Part of the Lecture Notes in Computer Science book series (LNCS, volume 9377)

Abstract

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.

Keywords

Heterogeneous wireless network Load balancing Admission control Blocking probability 

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References

  1. 1.
    Cao, J., Zhang, C.: Heterogeneous Wireless Networks. In: Seamless and Secure Communications over Heterogeneous Wireless Networks, pp. 9–26. Springer, New York (2014)CrossRefGoogle Scholar
  2. 2.
    Steele, R., Nofal, M.: Teletraffic performance of microcellular personal communication networks, Communications, Speech and Vision. Communications, Speech and Vision, IEE Proceedings I. IET 139(4), 448–461 (2008)CrossRefGoogle Scholar
  3. 3.
    Xiao, Z., Zhang, Y., Lv, Z.: Study of Self-optimizing Load Balancing in LTE-Advanced Networks. In: Tan, H. (ed.) Knowledge Discovery and Data Mining. AISC, vol. 135, pp. 217–222. Springer, Heidelberg (2012)CrossRefGoogle Scholar
  4. 4.
    Skehill, R., Barry, M., Kent, W., et al.: The common RRM approach to admission control for converged heterogeneous wireless networks. IEEE Wireless Communications 14(2), 48–56 (2007)CrossRefGoogle Scholar
  5. 5.
    Song, W., Zhuang, W.H., Cheng, Y.: Load balancing for cellular/ WLAN integrated networks. IEEE Network 21(1), 27–33 (2007)CrossRefGoogle Scholar
  6. 6.
    Rong, C., Xiao-Yu, D., Jie, M., et al.: An optimal IASA load balancing scheme in heterogeneous wireless networks. In: Communications and Networking in China (CHINACOM), pp. 714–719 (2011)Google Scholar
  7. 7.
    Jin, L., Zhang, H., Yang, L.X., Zhu, H.B.: A novel adaptive vertical handoff algorithm based on UMTS and WLAN. Journal of Nanjing University of Posts and Telecommunications (Natural Science) 33(4), 13–18 (2013)Google Scholar
  8. 8.
    Jiao, Y., Yi, K.C., Ma, M.D., Ma, Y.H., Dong, X.: QoS-aware load-balancing algorithm for heterogeneous wireless networks. Journal of Jilin University (Engineering and Technology Edition) 43(3), 794–800 (2013)Google Scholar
  9. 9.
    Johnson, S.B., Nath, S., Velmurugan, T.: An Optimized Algorithm for Vertical Handoff in Heterogenenous Wireless Networks. In: Proceeding of 2013 IEEE Conference on Information and Communication Technologies (ICT 2013), pp. 1206–1210 (2013)Google Scholar
  10. 10.
    Yongjing, Z., Kui, Z., Cheng, C., et al.: An Adaptive Threshold Load Balancing Scheme for the End-to-End Reconfigurable System. Wireless Personal Communication 46, 47–65 (2008)CrossRefGoogle Scholar
  11. 11.
    Sheng, J., Tang, L.R., Hao, J.H.: Hybrid Load Balancing Algorithm Based on Service Transformation and Admission Control in Heterogeneous Wireless Networks. Acta Electronica Sinica 41(2), 321–328 (2013)Google Scholar
  12. 12.
    Sheng, J., Tang, L.R.: A triangle module operator and fuzzy logic based handoff algorithm for heterogeneous wireless networks. In: ICCT 2010, Nanjing, China, pp. 488–491 (2010)Google Scholar
  13. 13.
    Nasri, R., Altman, Z.: Handover adaptation for dynamic load balancing in 3GPP long term evolution systems. In: Proceeding of MoMM 2007, pp. 145–153 (2007)Google Scholar
  14. 14.
    Badia, L., Zorzi, M., Gazzini, A.: A model for threshold comparison call admission control in third generation cellular systems. In: International Conference on Communications, ICC 2003, pp. 1664–1668. IEEE (2003)Google Scholar

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© Springer International Publishing Switzerland 2015

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Authors and Affiliations

  1. 1.Engineering Optimization and Smart Antenna InstituteNortheastern UniversityQinhuangdaoChina
  2. 2.North Automation Control Technology InstituteTaiyuanChina

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