Title :
QoE estimation and prediction using hidden Markov models in heterogeneous access networks
Author :
Mitra, Karan ; Åhlund, Christer ; Zaslavsky, Arkady
Author_Institution :
FIT, Monash Univ., Melbourne, VIC, Australia
Abstract :
Quality of Experience (QoE) based handoffs in heterogeneous access networks (HAN) necessitates accurate QoE estimation and prediction. The current approaches to QoE-aware handoffs are limited. These approaches either lack the availability of underlying probing mechanism or lack the availability of QoE estimation and prediction mechanism. In this paper, we propose, develop and validate a novel method for QoE estimation and prediction using passive probing mechanisms. Our method is based on hidden Markov models and multi-homed mobility management protocol. Using extensive simulations and experimental studies, we show that our method achieves QoE estimation accuracy of 100% and prediction accuracy of 97% in HAN without using additional probe packets for QoE estimation and prediction.
Keywords :
hidden Markov models; mobile computing; mobility management (mobile radio); protocols; quality of experience; radio access networks; HAN; QoE estimation accuracy; QoE prediction accuracy; QoE-aware handoffs; heterogeneous access networks; hidden Markov models; multihomed mobility management protocol; passive probing mechanisms; quality of experience; Accuracy; Barium; Codecs; Estimation; Hidden Markov models; Manganese; Wireless LAN; QoE; handoff; hidden Markov models; mobility management; multi-homing;
Conference_Titel :
Telecommunication Networks and Applications Conference (ATNAC), 2012 Australasian
Conference_Location :
Brisbane, QLD
Print_ISBN :
978-1-4673-4408-1
Electronic_ISBN :
978-1-4673-4409-8
DOI :
10.1109/ATNAC.2012.6398083