Title :
A Link Quality Prediction Mechanism for WSNs Based on Time Series Model
Author :
Liu, Linlan ; Fan, Youlei ; Shu, Jian ; Yu, Kun
Author_Institution :
Internet of Things Technol. Inst., Nanchang Hangkong Univ., Nanchang, China
Abstract :
The prediction of link quality can provide link selection service for the upper-layer protocol in wireless sensor networks (WSNs). This paper presents a link quality prediction mechanism based on time series forecasting model. It mainly includes the calculation of the current value of packet reception rate (PRR), the prediction of the future value, and the routing measure of the link quality. Experimental results indicate that the mechanism can use fewer probe packets to get a more accurate estimation value and decrease extra energy consumption compared with counting-based PRR estimators.
Keywords :
protocols; radio links; telecommunication network routing; time series; wireless sensor networks; WSN; link quality prediction mechanism; packet reception rate; routing measure; time series forecasting model; upper layer protocol; wireless sensor networks; Conferences; LQI; PRR; RSSI; Time Series Forecasting Model; Wireless Sensor Networks;
Conference_Titel :
Ubiquitous Intelligence & Computing and 7th International Conference on Autonomic & Trusted Computing (UIC/ATC), 2010 7th International Conference on
Conference_Location :
Xian, Shaanxi
Print_ISBN :
978-1-4244-9043-1
Electronic_ISBN :
978-0-7695-4272-0
DOI :
10.1109/UIC-ATC.2010.50