Title :
Predictive Schemes for QoS Awareness of Publish/Subscribe Systems on MANET
Author :
Lahyani, Imene ; Gassara, Mouna ; Jmaiel, Mohamed ; Chassot, Christophe
Author_Institution :
LAAS, Toulouse, France
Abstract :
In this paper, we propose a failure prediction methodology for quality of service (QoS) degradation prediction for publish/subscribe systems on MANET. Our propose is to use the Auto Regressive Integrated Moving Average (ARIMA) method to predict failure occurrence in the system and to provide optimal QoS provision of applications. Besides, our forecasting algorithm looks for the source behind QoS degradation using the Correlation method. Simulations results are performed to prove the efficiency of the proposed approach. A comparison is done proving that our proposal outperforms the Auto Regression (AR) based prediction approach.
Keywords :
autoregressive moving average processes; correlation methods; message passing; middleware; mobile ad hoc networks; mobile computing; quality of service; ARIMA method; MANET; QoS awareness; autoregressive integrated moving average method; correlation method; failure prediction methodology; forecasting algorithm; mobile ad hoc Network; publish-subscribe systems; quality of service degradation prediction; Correlation; Mathematical model; Mobile ad hoc networks; Monitoring; Prediction algorithms; Predictive models; Quality of service; AR model; ARIMA model; MANET; Quality of service; publish/subscribe;
Conference_Titel :
Parallel and Distributed Computing (ISPDC), 2012 11th International Symposium on
Conference_Location :
Munich/Garching, Bavaria
Print_ISBN :
978-1-4673-2599-8
DOI :
10.1109/ISPDC.2012.11