Application of Kalman Filter and Wavelet in Traffic Prediction

[1] 金旗, 裴昌幸, 朱畅华. ARIMA模型法分析网络流量[J]，西安电子科技大学学报(自然科学版)，2003, 6(3): 6-10. Jin qi, Pei Chang-xing, and Zhu Chang-hua. ARIMA analysis method in network traffic. Journal of Xidian University(Natural Science), 2003, 6(3): 6-10. [2] Yu Guo-qiang and Zhang Chang-shui. Switching ARIMA model based forecasting for traffic flow[C]. ICASSP '04. Canana, 2004, Vol.(2): 429-432. [3] Sang Ai-min and Li San-qi. A predictability analysis of network traffic[C][J].INFOCOM 2000. Nineteenth Annual Joint Conference of the IEEE Computer and Communications Societies. Tel Aviv, Israel.2000, Vol.(1):342-351 [4] Leland W E, Taqqu M S, Willinger W, and Wilson D V. On the self-similar nature of Ethernet traffic [J].IEEE/ACM Transactions on Networking.1994, 2(1):1-15 [5] Park Kihong and Walter Willinger. Self-Similar Network Traffic and Performance Evaluation[M]. Wiley, U.S.A, 2000. [6] Gao Chuan-shan, Han Liangxiu, Cen Zhiwei, and Chu Chun-bo. A new multi fractal traffic model based on the wavelet transform[C]. Proceedings of the ISCA 14th International Conference: Parallel and Distributed Computing Systems, Richardson, Texas USA, Aug. 8-10, 2001: 157-162. [7] Kolarov A, Atai A, and Hui, J. Application of Kalman filter in high-speed networks[C]. GLOBECOM '94. San Francisco, U.S.A, 28 Nov.-2 Dec. 1994 vol.2: 624-628. [8] 韩良秀, 丛锁, 阎华, 高传善. 基于小波技术的网络流量特性刻画[J]. 小型微型计算机系统, 2001, 22(9): 1110-1113. Han Liang-xiu, Cong Suo, and Yan Hua, et al.. Characterizing network traffic based on the wavelet technique. Mini-micro Systems, 2001, 22(9): 1110-1113. [9] Yu E S, Chen C Y R. Traffic prediction using neural networks[C]. Global Telecommunications Conference, 1993, including a Communications Theory Mini-Conference. Technical Program Conference Record, IEEE in Houston. GLOBECOM '93., IEEE29 Nov.-2 Dec. 1993 vol.2: 991-995. [10] 文成林, 周东华. 多尺度估计理论及其应用[M]. 北京: 清华大学出版社, 2002: 98-112. [11] Zheng Tong-xin, Girgis A, Makram B. A hybrid wavelet- Kalman filter method for load forecasting[J].Electric Power Systems Research.2000, 54 (1):11-17 [12] Kawahara R and Komatsu N. A scalable IP traffic control method for weighted bandwidth allocation per-flow. IEICE Trans. Commun., 2001, E84-B(10): 2815-2829.