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