Title :
Heterogeneous Wireless Network Traffic Load Estimation Based on Chaos Theory
Author :
Han, Xue ; Zhang, Yucheng ; Huang, Liang ; Shi, Jinglin
Author_Institution :
Wireless Commun. Technol. Res. Center, Inst. of Comput. Technol., Beijing, China
Abstract :
With the rapid development of high-speed wireless communication technology, more novel and different wireless networks are emerging. The co-existence of multiple wireless networks has made the wireless network environment complex and heterogeneous. Traffic flow characteristics study and effective traffic prediction algorithm selection are very important for optimal allocation of network resources, network protocol design and improvement of service quality in this heterogeneous wireless network. This paper uses non-statistical method which is based on chaos theory to make analysis of heterogeneous wireless network traffic flow characteristics. On that basis, a traffic model which uses phase space reconstruction algorithm on multivariate traffic time series is proposed and used for traffic prediction. Simulation results show that the proposed traffic prediction model can achieve better prediction performance.
Keywords :
chaos; protocols; quality of service; radio networks; resource allocation; telecommunication traffic; time series; chaos theory; heterogeneous wireless network; high-speed wireless communication technology; multivariate traffic time series; network protocol design; network resource; nonstatistical method; optimal resource allocation; phase space reconstruction algorithm; prediction performance; service quality; traffic flow characteristics; traffic load estimation; traffic model; traffic prediction algorithm selection; wireless network environment; Chaos; Hidden Markov models; Mathematical model; Predictive models; Telecommunication traffic; Time series analysis; Wireless networks;
Conference_Titel :
Vehicular Technology Conference (VTC Spring), 2012 IEEE 75th
Conference_Location :
Yokohama
Print_ISBN :
978-1-4673-0989-9
Electronic_ISBN :
1550-2252
DOI :
10.1109/VETECS.2012.6240081