Title :
A trust evaluation model using controlled Markov process for MANET
Author :
Ouyang, Kevin Xuhua ; Vaidya, Binod ; Makrakis, Dimitrios
Author_Institution :
Sch. of Inf. Technol. & Eng., Univ. of Ottawa, Ottawa, ON, Canada
Abstract :
A distributed trust evaluation model is presented for MANETs by which uncertainties of trust are transformed into probability vectors giving the probability distribution of trust levels. The system evolves over time as a finite-state Markov process with variant transition matrixes. We attempt to predict the trustworthiness values of entities that are determined by their inherent error patterns. The Markov process is associated to a Bonus-Malus System and controlled by the estimated error patterns of individual entities involved. As well, an iteration algorithm is designed to prevent inaccurate predictions for trust values because of the properties of Markov process. The simulation results demonstrate that our model is able to predict local trust successfully for entities in MANETs by estimating their actual error patterns accurately.
Keywords :
Markov processes; ad hoc networks; iterative methods; matrix algebra; mobile radio; probability; Bonus-Malus system; Manet; Markov process; distributed trust evaluation model; iteration algorithm; mobile ad hoc network; probability distribution; transition matrixes; Ad hoc networks; Computational modeling; Mobile computing; Peer to peer computing;
Conference_Titel :
Wireless and Mobile Computing, Networking and Communications (WiMob), 2010 IEEE 6th International Conference on
Conference_Location :
Niagara Falls, ON
Print_ISBN :
978-1-4244-7743-2
Electronic_ISBN :
978-1-4244-7741-8
DOI :
10.1109/WIMOB.2010.5644874