DocumentCode :
3726
Title :
An Interacting Stochastic Models Approach for the Performance Evaluation of DSRC Vehicular Safety Communication
Author :
Xiaoyan Yin ; Xiaomin Ma ; Trivedi, Kishor S.
Author_Institution :
Electr. & Comput. Eng. Dept., Duke Univ., Durham, NC, USA
Volume :
62
Issue :
5
fYear :
2013
fDate :
May-13
Firstpage :
873
Lastpage :
885
Abstract :
In this paper, an analytic model is proposed for the performance evaluation of vehicular safety related services in the dedicated short range communications (DSRC) system on highways. The generation and service of safety messages in each vehicle is modeled by a generalized M/G/1 queue. The overall model is a set of interacting M/G/1 queues, one queue for each vehicle. The interaction is that the server is shared as it is the contention medium. To make the model scalable, we use semi-Markov process (SMP) model to capture the shared server´s behavior from one tagged vehicle´s perspective, where the medium contention and back off behavior for this vehicle and influences from other vehicles are considered. Furthermore, this SMP interacts with the tagged vehicle´s own M/G/1 queue through fixed-point iteration. The proof for the existence, uniqueness and convergence of the fixed point is provided. Based on the fixed-point solution, performance indices including mean transmission delay, packet delivery ratio (PDR), and packet reception ratio (PRR) are derived. Analytic-numeric results are verified through extensive simulations under various network parameters. Compared with the existing models, the proposed SMP model facilitates the impact analysis of hidden terminal problem on the PDR and PRR computation in a more precise manner.
Keywords :
Markov processes; iterative methods; performance evaluation; queueing theory; vehicular ad hoc networks; DSRC vehicular safety communication; M/G/1 queue; PDR; PRR; SMP; contention medium; dedicated short range communications; fixed point iteration; hidden terminal problem; mean transmission delay; packet delivery ratio; packet reception ratio; performance evaluation; safety messages; semiMarkov process model; shared server behavior; stochastic models; Analytical models; Computational modeling; Handheld computers; Performance evaluation; Reactive power; Safety; Vehicles; Analytic model; Analytical models; Computational modeling; DSRC; Handheld computers; M/G/1 queue; Performance evaluation; Reactive power; SMP model; Safety; VANET; Vehicles; performance evaluation; safety message;
fLanguage :
English
Journal_Title :
Computers, IEEE Transactions on
Publisher :
ieee
ISSN :
0018-9340
Type :
jour
DOI :
10.1109/TC.2012.37
Filename :
6148213
Link To Document :
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