Li Jie, Liu Xian-xing, Han Zhi-Jie. Research on the ARMA-Based Traffic Prediction Algorithm for Wireless Sensor Network[J]. Journal of Electronics & Information Technology, 2007, 29(5): 1224-1227. doi: 10.3724/SP.J.1146.2005.01387
Citation:
Li Jie, Liu Xian-xing, Han Zhi-Jie. Research on the ARMA-Based Traffic Prediction Algorithm for Wireless Sensor Network[J]. Journal of Electronics & Information Technology, 2007, 29(5): 1224-1227. doi: 10.3724/SP.J.1146.2005.01387
Li Jie, Liu Xian-xing, Han Zhi-Jie. Research on the ARMA-Based Traffic Prediction Algorithm for Wireless Sensor Network[J]. Journal of Electronics & Information Technology, 2007, 29(5): 1224-1227. doi: 10.3724/SP.J.1146.2005.01387
Citation:
Li Jie, Liu Xian-xing, Han Zhi-Jie. Research on the ARMA-Based Traffic Prediction Algorithm for Wireless Sensor Network[J]. Journal of Electronics & Information Technology, 2007, 29(5): 1224-1227. doi: 10.3724/SP.J.1146.2005.01387
The importance of traffic prediction in Wireless Sensor Network (WSN) should not be disregarded. Concerning the ARMA model,a traffic prediction algorithm is proposed based on its own traffic characters. Simulation results show that the presented algorithm can provide high accuracy. Furthermore, using the proposed algorithm to improve the multi-paths route scheme can extend the lifetime of the whole WSN by remaining load evenly distributed among several paths.
孙利民,李建中等. 无线传感器网络[M]. 北京:清华大学出版社,2005.5.[2]崔莉,鞠海玲等. 无线传感器网络研究进展[J]. 计算机研究与发展, 2005, 42(1): 163-174.[3]Deng Jing, Han Richard, and Shivakant Mishra. Defending against path-based DoS attacks in wireless sensor networks [C]. ACM press, New York, USA, 2005: 89-96.[4] Ilker Demirkol, Fatih Alagoz, Hakan Delic, and Cem Ersoy. Wireless sensor networks for intrusion detection: packet traffic modeling[EB/OL]. www.cmpe.boun.edu.tr/~ilker/ IlkerDEMIRKOL_COMML_ext_abstract. pdf[5]Ma Y and Aylor J. System lifetime optimization for heterogeneous sensor networks with a hub-spoke topology, IEEE Trans[J].on Mobile Computing.2004, 3(3):286-294[6]Ganesan D and Govindan R, et al.. Highly-resilient, energy-efficient multipath routing in wireless sensor networks. Mobile Computing Review, 2002, 1(2): 11-25.[7]Lisa A and Shay. The wireless network environment sensor: A technology independent sensor of faults in mobile wireless network links[D]. Rensselaer Polytechnic Institute Troy, New York ,USA, 2002.[8]张树京,齐立心. 时间序列分析简明教程[M]. 北京:清华大学出版社, 2003, 9: 98-122.[9]薛可,李增智,刘浏等. 基于ARIMA模型的网络流量预测[J]. 微电子与计算机, 2004, 21(7): 84-87.