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A Histogram-Based Model for Road Traffic Characterization in VANET

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Internet of Vehicles – Technologies and Services (IOV 2014)

Part of the book series: Lecture Notes in Computer Science ((LNISA,volume 8662))

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Abstract

This paper presents a new route guidance algorithm and a compact road traffic model that can be easily obtained and transmitted in real-time by individual vehicles while they are travelling on streets or queuing in road cross junctions. The proposed algorithm uses histograms as the network traffic model that captures the arrival rate distribution in VANET. In addition, the paper presents an analysis method that works directly with the histogram model to obtain the queue occupancy distribution at cross-junctions or traffic signals using a finite queue model. A microscopic simulation model is utilized to assess the effectiveness of the traffic model in detecting traffic congestion and directing vehicles to choose better paths. Results show that the proposed road traffic model provides a good prediction of road traffic status, and can be used in conjunction with any standard shortest path algorithms to provide an efficient mechanism for selecting fastest road path.

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References

  1. Mehran, B., Nakamura, H.: Implementing travel time reliability for evaluation of congestion relief schemes on expressways. J. Applied Sci. 2124, 137–147 (2008)

    Google Scholar 

  2. Chen, W., Zhu, S., Li, D.: VAN: Vehicle-Assisted Shortest-Time Path Navigation. In: IEEE 7th International Conference on Mobile Adhoc and Sensor Systems, MASS (2010)

    Google Scholar 

  3. Collins, K., Muntean, G.-M.: A vehicle route management solution enabled by Wireless Vehicular Networks. In: IEEE INFOCOM (April 2008)

    Google Scholar 

  4. Soua, A., Afifi, H.: Adaptive Data Collection Protocol using Reinforcement Learning for VANETs. In: IEEE International Wireless Communications and Mobile Computing Conference (IWCMC), pp. 1040–1045 (July 2013)

    Google Scholar 

  5. Byun, T.-Y.: ICSW2AN: An inter-vehicle communication system using mobile access point over wireless wide area networks. In: Kim, T.-H., Stoica, A., Chang, R.-S. (eds.) SUComS 2010. CCIS, vol. 78, pp. 355–366. Springer, Heidelberg (2010)

    Chapter  Google Scholar 

  6. Zhao, J., Cao, G.: VADD: Vehicle-Assisted Data Delivery in Vehicular Ad Hoc Networks. IEEE Transactions on Vehicular Technology 57(3) (May 2008)

    Google Scholar 

  7. Nzouonta, J., Rajgure, N., Wang, G., Borcea, C.: VANET Routing on City Roads using Real-Time Vehicular Traffic Information. IEEE Transactions on Vehicular Technology 58(7) (2009)

    Google Scholar 

  8. Lee, K.C., Lee, U., Gerla, M.: Survey of Routing Protocols in Vehicular Ad Hoc Networks. In: Advances in Vehicular Ad-Hoc Networks: Developments and Challenges, pp. 149–170. IGI Global (October 2009)

    Google Scholar 

  9. Lin, Y.: Routing Protocols in Vehicular Ad Hoc Networks: A Survey and Future Perspectives. Science 932, 913–932 (2010)

    Google Scholar 

  10. Orallo, E., Carbó, J.V.: A Stochastic Analysis of Network Traffic Based on Histogram Workload Modeling, Technical Report, Universidad Politécnica de Valencia (2009), http://www.disca.upv.es/enheror/pdf/TR_DISCA_06_09.pdf

  11. Hernández-Orallo, E., Vila-Carbó, J.: Network queue and loss analysis using histogram-based traffic models. Elsevier Computer Communications 33, 190–201 (2010)

    Article  Google Scholar 

  12. Hawas, Y.E.: A Microscopic Simulation Model for Incident Modeling in Urban Networks. Transportation Planning and Technology 30(2), 289–309

    Google Scholar 

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El-Sayed, H., Zhang, L., Hawas, Y., El Kassabi, H. (2014). A Histogram-Based Model for Road Traffic Characterization in VANET. In: Hsu, R.CH., Wang, S. (eds) Internet of Vehicles – Technologies and Services. IOV 2014. Lecture Notes in Computer Science, vol 8662. Springer, Cham. https://doi.org/10.1007/978-3-319-11167-4_5

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  • DOI: https://doi.org/10.1007/978-3-319-11167-4_5

  • Publisher Name: Springer, Cham

  • Print ISBN: 978-3-319-11166-7

  • Online ISBN: 978-3-319-11167-4

  • eBook Packages: Computer ScienceComputer Science (R0)

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