Title :
Handover prediction for wireless networks in office environments using Hidden Markov Model
Author :
Yunqi Luo ; Phuong Nga Tran ; Sahinel, Doruk ; Timm-Giel, Andreas
Author_Institution :
Inst. of Commun. Networks (ComNets), Hamburg Univ. of Technol., Hamburg, Germany
Abstract :
User mobility can cause severe degradation of QoS, which can be counteracted by performing handovers at the right moment. However, to perform a robust handover is a challenging task. In this paper, we study the handover problem for mobile wireless networks in the office environment, where the users´ mobility is predictable. We propose a new mechanism using the Hidden Markov Model (HMM) to predict the Received Signal Strength (RSS) values. Based on the predicted values, each mobile user can perform the handover decision on his own using his preferred decision making algorithm. Extensive simulations were carried out for an office environment to evaluate the performance of the prediction handover scheme. The results showed that our HMM model can predict the RSS values accurately. The knowledge obtained from prediction is considered in the handover decision making algorithm, which can result in a seamless handover. Moreover, with the knowledge about the future RSS, mobile users can avoid multiple handovers in a short time known as “Ping-Pong” effect, which in turn reduces the signaling overheads on the network.
Keywords :
decision making; hidden Markov models; mobility management (mobile radio); office environment; quality of service; telecommunication signalling; HMM model; QoS degradation; RSS; handover decision making algorithm; handover prediction problem; hidden Markov model; mobile wireless networks; office environments; ping-pong effect; quality-of-service; received signal strength value prediction; signaling overhead reduction; user mobility; Handover; Hidden Markov models; Manganese; Mobile communication; Mobile computing; Predictive models; Handover Prediction; Hidden Markov Model; Mobile Wireless Network;
Conference_Titel :
Wireless Days (WD), 2013 IFIP
Conference_Location :
Valencia
DOI :
10.1109/WD.2013.6686448