Skip to main content

Application of a Particular Class of Markov Chains in the Assessment of Semi-actuated Signalized Intersections

  • Conference paper
  • First Online:
Analytical and Stochastic Modelling Techniques and Applications (ASMTA 2017)

Abstract

We investigate a queuing model for a signalized intersection regulated by semi-actuated control in a urban traffic network. Modelling the queue length and the delay of vehicles for this type of traffic, characterized by variable durations of the green signal, is crucial to evaluate the performance of traffic intersections. Additionally, determining the size of the extensions of the green signal is also relevant. The traffic systems addressed in the paper have the particularity that the server remains active (green signal) for a period of time that depends on the number of vehicles waiting at the intersection. This gives rise to an M/D/1 queuing system with a server that occasionally takes vacations (red signal), for which we compute the long-run mean delay of vehicles, mean queue length and mean duration of the green signal. We consider a case study and compare the results obtained from the proposed queueing model with those obtained by using a microsimulation model. The formulas derived for the performance measures are of interest for traffic engineers, since the existing alternative formulas are subject to strong criticism.

This is a preview of subscription content, log in via an institution to check access.

Access this chapter

Institutional subscriptions

References

  1. Al Hanbali, A., de Haan, R., Boucherie, R.J., van Ommeren, J.: Time-limited polling systems with batch arrivals and phase-type service times. Ann. Oper. Res. 198(1), 57–82 (2012)

    Article  MathSciNet  MATH  Google Scholar 

  2. Brockfeld, E., Wagner, P.: Validating microscopic traffic flow models. In: Intelligent Transportation Systems Conference, ITSC 2006, pp. 1604–1608. IEEE (2006)

    Google Scholar 

  3. Doshi, B.T.: Queueing systems with vacations - a survey. Queueing Syst. 1(1), 29–66 (1986)

    Article  MathSciNet  MATH  Google Scholar 

  4. El-Taha, M., Stidham Jr., S.: Sample-path analysis of queueing systems, vol. 11. Springer Science & Business Media, Berlin (2012)

    MATH  Google Scholar 

  5. Frigui, I., Alfa, A.: Analysis of a time-limited polling system. Comput. Commun. 21(6), 558–571 (1998)

    Article  Google Scholar 

  6. de Haan, R., Boucherie, R.J., van Ommeren, J.: A polling model with an autonomous server. Queueing Syst. 62(3), 279–308 (2009)

    Article  MathSciNet  MATH  Google Scholar 

  7. Heidemann, D.: Queue length and delay distributions at traffic signals. Transp. Res. Part B: Methodol. 28(5), 377–389 (1994)

    Article  Google Scholar 

  8. Hu, X., Tang, L., Ong, H.: A \({M}/{D}^{X}/1\) vacation queue model for a signalized intersection. Comput. Ind. Eng. 33(3), 801–804 (1997)

    Article  Google Scholar 

  9. Kulkarni, V.: Modeling and Analysis of Stochastic Systems. Chapman & Hall/CRC Texts in Statistical Science. Taylor & Francis, Abingdon (1996). http://books.google.ch/books?id=HOPxhUonodgC

    Google Scholar 

  10. Kwiatkowska, M., Norman, G., Pacheco, A.: Model checking expected time and expected reward formulae with random time bounds. Comput. Math. Appl. 51(2), 305–316 (2006)

    Article  MathSciNet  MATH  Google Scholar 

  11. Leung, K.K.: Cyclic-service systems with nonpreemptive, time-limited service. IEEE Trans. Commun. 42(8), 2521–2524 (1994)

    Article  Google Scholar 

  12. Leung, K.K., Eisenberg, M.: A single-server queue with vacations and non-gated time-limited service. Perform. Eval. 12(2), 115–125 (1991)

    Article  Google Scholar 

  13. Lin, D., Wu, N., Zong, T., Mao, D.: Modeling the impact of side-street traffic volume on major-street green time at isolated semi-actuated intersections for signal coordination decisions. In: Transportation Research Board 95th Annual Meeting, pp. 16–29 (2016)

    Google Scholar 

  14. Neuts, M.F.: Structured Stochastic Matrices of M/G/1 Type and Their Applications. Marcel Dekker Inc., New York (1989)

    MATH  Google Scholar 

  15. Pacheco, A., Simões, M.L., Milheiro-Oliveira, P.: Queues with server vacations as a model for pretimed signalized urban traffic. Transp. Sci. (2017, in press)

    Google Scholar 

  16. Panwai, S., Dia, H.: Comparative evaluation of microscopic car-following behavior. IEEE Trans. Intell. Transp. Syst. 6(3), 314–325 (2005)

    Article  Google Scholar 

  17. Ramaswami, V.: A stable recursion for the steady state vector in markov chains of \({M/G/1}\) type. Stoch. Models 4(1), 183–188 (1988)

    Article  MathSciNet  MATH  Google Scholar 

  18. Ryus, P., Vandehey, M., Elefteriadou, L., Dowling, R.G., Ostrom, B.K.: Highway capacity manual 2010. Tr News 273, 45–48 (2011)

    Google Scholar 

  19. Simões, M.L., Milheiro-Oliveira, P., Pires da Costa, A.: Modeling and simulation of traffic movements at semiactuated signalized intersections. J. Transp. Eng. 136(6), 554–564 (2009)

    Article  Google Scholar 

  20. Sun, B., Wu, N., Ge, Y.E., Kim, T., Zhang, H.M.: A new car-following model considering acceleration of lead vehicle. Transport 31(1), 1–10 (2016)

    Article  Google Scholar 

  21. Takagi, H.: Analysis and application of polling models. In: Haring, G., Lindemann, C., Reiser, M. (eds.) Performance Evaluation: Origins and Directions. LNCS, vol. 1769, pp. 423–442. Springer, Heidelberg (2000). doi:10.1007/3-540-46506-5_18

    Chapter  Google Scholar 

  22. Vishnevskii, V., Semenova, O.: Mathematical methods to study the polling systems. Autom. Remote Control 67(2), 3–56 (2006)

    Article  MathSciNet  MATH  Google Scholar 

  23. Viti, F., Van Zuylen, H.J.: The dynamics and the uncertainty of queues at fixed and actuated controls: a probabilistic approach. J. Intell. Transp. Syst. 13(1), 39–51 (2009)

    Article  MATH  Google Scholar 

  24. Viti, F., Van Zuylen, H.J.: Probabilistic models for queues at fixed control signals. Transp. Res. Part B: Methodol. 44(1), 120–135 (2010)

    Article  Google Scholar 

  25. Webster, F.V.: Traffic signal settings. Technical report no. 39. Road Research Laboratory, HMSO, London (1958)

    Google Scholar 

Download references

Acknowledgments

The first author was partially supported by CMUP under a grant of the project UID/MAT/00144/2013, financed by FCT/MEC (PIDDAC). This research was partially supported by CMUP (UID/MAT/00144/2013) and CEMAT (UID/Multi/04621/2013), funded by FCT (Portugal) with National (MEC) and European structural funds through the programs FEDER, under partnership agreement PT2020.

Author information

Authors and Affiliations

Authors

Corresponding author

Correspondence to Paula Milheiro-Oliveira .

Editor information

Editors and Affiliations

Rights and permissions

Reprints and permissions

Copyright information

© 2017 Springer International Publishing AG

About this paper

Cite this paper

Macedo, F., Milheiro-Oliveira, P., Pacheco, A., Simões, M.L. (2017). Application of a Particular Class of Markov Chains in the Assessment of Semi-actuated Signalized Intersections. In: Thomas, N., Forshaw, M. (eds) Analytical and Stochastic Modelling Techniques and Applications. ASMTA 2017. Lecture Notes in Computer Science(), vol 10378. Springer, Cham. https://doi.org/10.1007/978-3-319-61428-1_10

Download citation

  • DOI: https://doi.org/10.1007/978-3-319-61428-1_10

  • Published:

  • Publisher Name: Springer, Cham

  • Print ISBN: 978-3-319-61427-4

  • Online ISBN: 978-3-319-61428-1

  • eBook Packages: Computer ScienceComputer Science (R0)

Publish with us

Policies and ethics