期刊文献+

Predicting the Geographic Traffic Distribution in Cellular Networks 被引量:1

Predicting the Geographic Traffic Distribution in Cellular Networks
下载PDF
导出
摘要 Early detection and rapid resolution network congestion can considerably improve network capacity. Consequently, much research has been carried out on predicting traff ic patterns in 3G networks. This paper introduces an access point centric approach that is implemented by two prediction models, the traffic abstraction model and the order-k Markov model. Traffi c predictions are carried out to support the congestion control in the semi-smart antenna systems. The simulation result shows that the cumulative error rate is below 25% even carrying out multi-step-ahead predictions. Early detection and rapid resolution network congestion can considerably improve network capacity. Consequently, much research has been carried out on predicting traff ic patterns in 3G networks. This paper introduces an access point centric approach that is implemented by two prediction models, the traffic abstraction model and the order-k Markov model. Traffi c predictions are carried out to support the congestion control in the semi-smart antenna systems. The simulation result shows that the cumulative error rate is below 25% even carrying out multi-step-ahead predictions.
出处 《China Communications》 SCIE CSCD 2010年第1期6-14,共9页 中国通信(英文版)
关键词 TRAFFIC pattern prediction TRAFFIC ABSTRACTION MODEL MARKOV MODEL CONGESTION control traffic pattern prediction traffic abstraction model Markov model congestion control
  • 相关文献

参考文献14

  • 1Ahmed Abutaleb,Victor O.K. Li.Paging strategy optimization in personal communication systems[J]. Wireless Networks . 1997 (3)
  • 2A. Bhattacharya,S. K. Das."LeZi-Update: An Infor- mation-Theoretic Approach to Track Mobile Users in PCS Networks,". ACM/IEEE MobiCom’99 . 1999
  • 3L. G. Cuthbert,D. Ryan,L. Tokarchuk,J. Bigham,E. Bodanese."Using intelligent agents to manage resource in 3G Networks,". Journal of IBTE . 2001
  • 4Jean-Marc Franois,Guy Leduc,Sylvain Martin."Learning movement patterns in mobile networks: a generic approach,". Proceedings of European Wireless 2004 . 2004
  • 5T. H,D. Kotz,I. Abyzov."The changing usage of a mature campus-wide wireless network,". Proceedings of the 10th Annual International Conference on Mobile Computingand Networking . 2004
  • 6N. Yao,L. Cuthbert."Resource Management in 3G Networks using Case-Based Reasoning,". Proceedings of the 8th ACM / IEEE International Symposium on Modeling, Analysis and Simulation of Wireless and Mobile Systems (MSWiM2005) . 2005
  • 7N. Yao,L. Cuthbert."Prediction of Antenna Pat- terns for Hotspots in WCDMA Networks,". Proceedings of the 12th European Wireless Conference (EW 2006) . 2006
  • 8N. Yao,L. Cuthbert."Prediction of Antenna Patterns over Hotspot cluster in WCDMA Networks,". Proceed- ings of the sixth IASTED International Multi-conference on Wireless and Optical Communications (WOC 2006) . 2006
  • 9A. Abutaleb,V. O. K. Li.Paging strategy optimization in personal communication systems. Wireless Networks . 1997
  • 10I.F.Akyildiz,W.Wang."A Predictive User Mobility Profile for Wireless Multimedia Networks,". IEEE ACM Transactions on Networking . 2004

引证文献1

相关作者

内容加载中请稍等...

相关机构

内容加载中请稍等...

相关主题

内容加载中请稍等...

浏览历史

内容加载中请稍等...
;
使用帮助 返回顶部