Title :
A Self-Adapted Wavelet-Based Fuzzy Predictor of Network Traffic
Author :
Guo, Wenxuan ; Hu, Hanping
Author_Institution :
Inst. for Pattern Recognition & Artificial Intelligence, Huazhong Univ. of Sci. & Technol.
Abstract :
In this paper, we present a self-adapted fuzzy method to predict network traffic . This method incorporates the traffic decomposition by wavelet transform as well as a fuzzy lookup scheme. In addition, a clustering method is designed to determine the parameters of membership functions of the fuzzy system. The experimental results show that our method can enhance the prediction accuracy
Keywords :
computer networks; fuzzy set theory; telecommunication traffic; wavelet transforms; fuzzy lookup scheme; network traffic; selfadapted wavelet-based fuzzy predictor; traffic decomposition; wavelet transform; Asynchronous transfer mode; Communication system traffic control; Fuzzy systems; Mathematical model; Pattern recognition; Table lookup; Telecommunication traffic; Traffic control; Wavelet analysis; Wavelet transforms;
Conference_Titel :
Computing, 2006. CIC '06. 15th International Conference on
Conference_Location :
Mexico City
Print_ISBN :
0-7695-2708-6
DOI :
10.1109/CIC.2006.15