DocumentCode :
3051440
Title :
Kalman filter based bandwidth estimation and predictive flow distribution for concurrent multipath transfer in wireless networks
Author :
Xiaofei Zhang ; Thi Mai Trang Nguyen ; Pujolle, Guy
Author_Institution :
Lab. of Comput. Sci. of Paris 6 (LIP6), Univ. Pierre & Marie Curie (UPMC), Paris, France
fYear :
2012
fDate :
21-23 Sept. 2012
Firstpage :
305
Lastpage :
309
Abstract :
More and more terminals come equipped with multiple network interfaces, usually connected to different wireless networks. Connected multiple wireless networks have varying link characteristics. Because of unreliable wireless links, we need an efficient bandwidth estimation to describe link characteristics. The Kalman filter is an efficient recursive method, which not only estimates and corrects the current system states but also predicts even the future states based on the latest state. In this paper, we use the Kalman filter to estimate available bandwidth in wireless networks with different loss rates. The predictive arrival time is calculated for each packet before it is transferred. Based on this, we proposed a predictive flow distribution algorithm for concurrent multipath transfer in wireless networks. The simulation results show that our predictive flow distribution algorithm improves congestion window growth pattern by reducing the out-of-order packets. As a result, the total throughput increases under different random wireless link loss conditions.
Keywords :
Kalman filters; radio links; radio networks; recursive estimation; Kalman filter based bandwidth estimation; concurrent multipath transfer; congestion window growth pattern; connected multiple wireless networks; loss rates; multiple network interfaces; out-of-order packets; predictive arrival time; predictive flow distribution algorithm; random wireless link loss conditions; recursive estimation method; wireless link characteristics; Bandwidth; Estimation; Kalman filters; Noise; Prediction algorithms; Wireless networks; Bandwidth estimation; Concurrent multipath transfer; SCTP; flow distribution;
fLanguage :
English
Publisher :
ieee
Conference_Titel :
Network Infrastructure and Digital Content (IC-NIDC), 2012 3rd IEEE International Conference on
Conference_Location :
Beijing
Print_ISBN :
978-1-4673-2201-0
Type :
conf
DOI :
10.1109/ICNIDC.2012.6418765
Filename :
6418765
Link To Document :
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