Title :
Network condition detection for video transport over wireless Internet
Author :
Chan, Siu-Ping ; Sun, Ming-Ting
Author_Institution :
Dept. of Electr. Eng., Washington Univ., Seattle, WA
Abstract :
Real-time video transport over wireless Internet faces many challenges due to the heterogeneous network environment. A robust network condition classification algorithm using multiple end-to-end metrics and support vector machine (SVM) is proposed to classify different network events and model the transition pattern of network conditions. End-to-end quality-of-service (QoS) mechanisms like congestion control, error control, and power control can benefit from the network condition information and react to different network situations appropriately. The proposed network condition classification algorithm uses SVM as a classifier to cluster different end-to-end metrics such as end-to-end delay, delay jitter, throughput and packet loss-rate for the HDP traffic with TCP-friendly rate control (TFRC), which is used for video transport. The algorithm is also flexible to classify different numbers of states representing different levels of network events such as wireline congestion and wireless channel loss. Simulation results using ns2 show the effectiveness of the proposed scheme
Keywords :
Internet; computer network management; multimedia communication; pattern classification; quality of service; support vector machines; telecommunication congestion control; transport protocols; video communication; HDP traffic; QoS; SVM; TCP-friendly rate control; TFRC; end-to-end metrics; heterogeneous network; network condition detection; quality-of-service; real-time video; support vector machine; video transport; wireless Internet; Classification algorithms; Clustering algorithms; Error correction; Face detection; IP networks; Power control; Quality of service; Robustness; Support vector machine classification; Support vector machines;
Conference_Titel :
Circuits and Systems, 2006. ISCAS 2006. Proceedings. 2006 IEEE International Symposium on
Conference_Location :
Island of Kos
Print_ISBN :
0-7803-9389-9
DOI :
10.1109/ISCAS.2006.1693279