Skip to main content

2017 | OriginalPaper | Buchkapitel

Development of a Surrogate Conflict Indicator for Freeway Exits Using Trajectory Data

verfasst von : Tangyi Guo, Xuejiao Jiang, Wei Fan

Erschienen in: Proceedings of the Second International Conference on Intelligent Transportation

Verlag: Springer Singapore

Aktivieren Sie unsere intelligente Suche, um passende Fachinhalte oder Patente zu finden.

search-config
loading …

Abstract

Crash occurrences are random rare events which are difficult to detect and reconstruct. Evaluating traffic safety using crash surrogate measures instead of historical crash data is attracting more and more attention. The trajectory, a continuous function of a vehicle’s temporal-spatial kinestate, is capable of depicting the process of crash potentials by means of theoretical analysis or simulation. The trajectory provides easy access to accurate calculation of the commonly used safety surrogate indicators like TTC and PET, which are difficult to obtain in practice. TTC and PET are the time differences between two vehicles during a quasi accident process. Compared with the situation in the final conflicting point, two vehicles may encounter a smaller distance or a bigger speed variation while approaching the conflict point. TTC and PET are deficient in describing abreast driving, or distinguishing the severity levels for approximately equal TTC (PET) cases. To remedy these shortcomings, this paper proposes a surrogate indicator Kj, the ratio of conflicting distance divided by relative speed. And an exponential model is developed to predict the conflict probability. Kj and the conflict probability are both time frame based, illustrating the changing process at each time frame during a conflict phase. The indicator Kj and conflict probability make it easier to describe the conflict mechanism and distinguish the levels of conflict severity.

Sie haben noch keine Lizenz? Dann Informieren Sie sich jetzt über unsere Produkte:

Springer Professional "Wirtschaft+Technik"

Online-Abonnement

Mit Springer Professional "Wirtschaft+Technik" erhalten Sie Zugriff auf:

  • über 102.000 Bücher
  • über 537 Zeitschriften

aus folgenden Fachgebieten:

  • Automobil + Motoren
  • Bauwesen + Immobilien
  • Business IT + Informatik
  • Elektrotechnik + Elektronik
  • Energie + Nachhaltigkeit
  • Finance + Banking
  • Management + Führung
  • Marketing + Vertrieb
  • Maschinenbau + Werkstoffe
  • Versicherung + Risiko

Jetzt Wissensvorsprung sichern!

Springer Professional "Technik"

Online-Abonnement

Mit Springer Professional "Technik" erhalten Sie Zugriff auf:

  • über 67.000 Bücher
  • über 390 Zeitschriften

aus folgenden Fachgebieten:

  • Automobil + Motoren
  • Bauwesen + Immobilien
  • Business IT + Informatik
  • Elektrotechnik + Elektronik
  • Energie + Nachhaltigkeit
  • Maschinenbau + Werkstoffe




 

Jetzt Wissensvorsprung sichern!

Springer Professional "Wirtschaft"

Online-Abonnement

Mit Springer Professional "Wirtschaft" erhalten Sie Zugriff auf:

  • über 67.000 Bücher
  • über 340 Zeitschriften

aus folgenden Fachgebieten:

  • Bauwesen + Immobilien
  • Business IT + Informatik
  • Finance + Banking
  • Management + Führung
  • Marketing + Vertrieb
  • Versicherung + Risiko




Jetzt Wissensvorsprung sichern!

Literatur
1.
Zurück zum Zitat Mccartt, A.T., Northrup, V.S., Retting, R.A.: Types and characteristics of ramp-related motor vehicle crashes on urban interstate roadways in Northern Virginia. J. Saf. Res. 35(1), 107–114 (2004)CrossRef Mccartt, A.T., Northrup, V.S., Retting, R.A.: Types and characteristics of ramp-related motor vehicle crashes on urban interstate roadways in Northern Virginia. J. Saf. Res. 35(1), 107–114 (2004)CrossRef
2.
Zurück zum Zitat Jacob, B., Violette, E.: Vehicle trajectory analysis: an advanced tool for road safety. Proc. Soc. Behav. Sci. 48, 1805–1814 (2012)CrossRef Jacob, B., Violette, E.: Vehicle trajectory analysis: an advanced tool for road safety. Proc. Soc. Behav. Sci. 48, 1805–1814 (2012)CrossRef
3.
Zurück zum Zitat Quddus, M., Washington, S.: Shortest path and vehicle trajectory aided map-matching for low frequency GPS data. Transp. Res. Part C Emerg. Technol. 55, 328–339 (2015)CrossRef Quddus, M., Washington, S.: Shortest path and vehicle trajectory aided map-matching for low frequency GPS data. Transp. Res. Part C Emerg. Technol. 55, 328–339 (2015)CrossRef
4.
Zurück zum Zitat Paefgen, J., Staake, T., Fleisch, E.: Multivariate exposure modeling of accident risk: insights from pay-as-you-drive insurance data. Transp. Res. Part A Policy Pract. 61, 27–40 (2014)CrossRef Paefgen, J., Staake, T., Fleisch, E.: Multivariate exposure modeling of accident risk: insights from pay-as-you-drive insurance data. Transp. Res. Part A Policy Pract. 61, 27–40 (2014)CrossRef
5.
Zurück zum Zitat Azevedo, C.L., Cardoso, J.O.L., Ben-Akiva, M., et al.: Automatic vehicle trajectory extraction by aerial remote sensing. Proc. Soc. Behav. Sci. 111, 849–858 (2014)CrossRef Azevedo, C.L., Cardoso, J.O.L., Ben-Akiva, M., et al.: Automatic vehicle trajectory extraction by aerial remote sensing. Proc. Soc. Behav. Sci. 111, 849–858 (2014)CrossRef
6.
Zurück zum Zitat So, J.J., Dedes, G., Park, B.B., HosseinyAlamdary, S., Grejner-Brzezinsk, D.: Development and evaluation of an enhanced surrogate safety assessment framework. Transp. Res. Part C Emerg. Technol. 50, 51–67 (2015)CrossRef So, J.J., Dedes, G., Park, B.B., HosseinyAlamdary, S., Grejner-Brzezinsk, D.: Development and evaluation of an enhanced surrogate safety assessment framework. Transp. Res. Part C Emerg. Technol. 50, 51–67 (2015)CrossRef
7.
Zurück zum Zitat Aoude, G.S., Desaraju, V.R., Stephens, L.H., et al.: Behaviour classification algorithms at intersections and validation using naturalistic data. In: 2011 IEEE intelligent vehicles symposium, pp. 601–606 (2011) Aoude, G.S., Desaraju, V.R., Stephens, L.H., et al.: Behaviour classification algorithms at intersections and validation using naturalistic data. In: 2011 IEEE intelligent vehicles symposium, pp. 601–606 (2011)
8.
Zurück zum Zitat Bhattacharya, S., Idrees, H., Saleemi, I., et al.: Moving object detection and tracking in forward looking infra-red aerial imagery. In: Machine vision beyond visible spectrum, pp. 221–252 (2011) Bhattacharya, S., Idrees, H., Saleemi, I., et al.: Moving object detection and tracking in forward looking infra-red aerial imagery. In: Machine vision beyond visible spectrum, pp. 221–252 (2011)
9.
Zurück zum Zitat Azevedo, C.L., Cardoso, J.O.L., Ben-Akiva, M.: Vehicle tracking using the k-shortest paths algorithm and dual graphs. Transp. Res. Proc. 1(1), 3–11 (2014)CrossRef Azevedo, C.L., Cardoso, J.O.L., Ben-Akiva, M.: Vehicle tracking using the k-shortest paths algorithm and dual graphs. Transp. Res. Proc. 1(1), 3–11 (2014)CrossRef
10.
Zurück zum Zitat Ossen, S., Hoogendoorn, S.P.: Validity of trajectory-based calibration approach of car-following models in presence of measurement errors. Transp. Res. Rec. J. Transp. Res. Board 44(2088), 117–125 (2008)CrossRef Ossen, S., Hoogendoorn, S.P.: Validity of trajectory-based calibration approach of car-following models in presence of measurement errors. Transp. Res. Rec. J. Transp. Res. Board 44(2088), 117–125 (2008)CrossRef
11.
Zurück zum Zitat Peng, L., Wu, C., Huang, Z., et al.: Novel vehicle motion model considering driver behavior for trajectory prediction and driving risk detection. Transp. Res. Rec. J. Transp. Res. Board (2014) Peng, L., Wu, C., Huang, Z., et al.: Novel vehicle motion model considering driver behavior for trajectory prediction and driving risk detection. Transp. Res. Rec. J. Transp. Res. Board (2014)
12.
Zurück zum Zitat Toledo, T., Koutsopoulos, H.N., Ben-Akiva, M.: Integrated driving behavior modeling. Transp. Res. Part C Emerg. Technol. 15(2), 96–112 (2007)CrossRef Toledo, T., Koutsopoulos, H.N., Ben-Akiva, M.: Integrated driving behavior modeling. Transp. Res. Part C Emerg. Technol. 15(2), 96–112 (2007)CrossRef
13.
Zurück zum Zitat Wu, S.J., Chiang, H.H., Perng, J.W., et al.: The heterogeneous systems integration design and implementation for lane keeping on a vehicle. IEEE Trans. Intel. Transp. Syst. 9(2), 246–263 (2008)CrossRef Wu, S.J., Chiang, H.H., Perng, J.W., et al.: The heterogeneous systems integration design and implementation for lane keeping on a vehicle. IEEE Trans. Intel. Transp. Syst. 9(2), 246–263 (2008)CrossRef
14.
Zurück zum Zitat Sun, Z., Hao, P., Ban, X.J., et al.: Trajectory-based vehicle energy/emissions estimation for signalized arterials using mobile sensing data. Transp. Res. Part D Transp. Environ. 34, 27–40 (2015)CrossRef Sun, Z., Hao, P., Ban, X.J., et al.: Trajectory-based vehicle energy/emissions estimation for signalized arterials using mobile sensing data. Transp. Res. Part D Transp. Environ. 34, 27–40 (2015)CrossRef
15.
Zurück zum Zitat Zhang, Y., Lv, J., Wang, W.: Evaluation of vehicle acceleration models for emission estimation at an intersection. Transp. Res. Part D Transp. Environ. 18, 46–50 (2013)CrossRef Zhang, Y., Lv, J., Wang, W.: Evaluation of vehicle acceleration models for emission estimation at an intersection. Transp. Res. Part D Transp. Environ. 18, 46–50 (2013)CrossRef
16.
Zurück zum Zitat Oh, C., Kim, T.: Estimation of rear-end crash potential using vehicle trajectory data. Accid. Anal. Prev. 42(6), 1888–1893 (2010)CrossRef Oh, C., Kim, T.: Estimation of rear-end crash potential using vehicle trajectory data. Accid. Anal. Prev. 42(6), 1888–1893 (2010)CrossRef
17.
Zurück zum Zitat Simons-Morton, B.G., Cheon, K., Guo, F., et al.: Trajectories of kinematic risky driving among novice teenagers. Accid. Anal. Prev. 51, 27–32 (2013)CrossRef Simons-Morton, B.G., Cheon, K., Guo, F., et al.: Trajectories of kinematic risky driving among novice teenagers. Accid. Anal. Prev. 51, 27–32 (2013)CrossRef
18.
Zurück zum Zitat Souleyrette, R., Hochstein, J.: Development of a conflict analysis methodology using SSAM. Highw. Saf. (2012) Souleyrette, R., Hochstein, J.: Development of a conflict analysis methodology using SSAM. Highw. Saf. (2012)
19.
Zurück zum Zitat Gettman, D.: Surrogate safety measures from traffic simulation models. Transp. Res. Rec. J. Transp. Res. Board 1840 (2003) Gettman, D.: Surrogate safety measures from traffic simulation models. Transp. Res. Rec. J. Transp. Res. Board 1840 (2003)
20.
Zurück zum Zitat Minderhoud, M.M., Bovy, P.H.L.: Extended time-to-collision measures for road traffic safety assessment. Accid. Anal. Prev. 33(1), 89–97 (2001)CrossRef Minderhoud, M.M., Bovy, P.H.L.: Extended time-to-collision measures for road traffic safety assessment. Accid. Anal. Prev. 33(1), 89–97 (2001)CrossRef
21.
Zurück zum Zitat Koita, A., Daucher, D., Fogli, M.: New probabilistic approach to estimate vehicle failure trajectories in curve driving. Probab. Eng. Mech. 34, 73–82 (2013)CrossRef Koita, A., Daucher, D., Fogli, M.: New probabilistic approach to estimate vehicle failure trajectories in curve driving. Probab. Eng. Mech. 34, 73–82 (2013)CrossRef
22.
Zurück zum Zitat Alhajyaseen, W.K.M., Asano, M., Nakamura, H., et al.: Stochastic approach for modeling the effects of intersection geometry on turning vehicle paths. Transp. Res. Part C Emerg. Technol. 32, 179–192 (2013)CrossRef Alhajyaseen, W.K.M., Asano, M., Nakamura, H., et al.: Stochastic approach for modeling the effects of intersection geometry on turning vehicle paths. Transp. Res. Part C Emerg. Technol. 32, 179–192 (2013)CrossRef
23.
Zurück zum Zitat Rosey, F., Auberlet, J.: Trajectory variability: road geometry difficulty indicator. Saf. Sci. 50(9), 1818–1828 (2012)CrossRef Rosey, F., Auberlet, J.: Trajectory variability: road geometry difficulty indicator. Saf. Sci. 50(9), 1818–1828 (2012)CrossRef
24.
Zurück zum Zitat Johnson, N.S., Thomson, R., Gabler, H.C.: Improved method for roadside barrier length of need modeling using real-world trajectories. Accid. Anal. Prev. 80, 162–171 (2015)CrossRef Johnson, N.S., Thomson, R., Gabler, H.C.: Improved method for roadside barrier length of need modeling using real-world trajectories. Accid. Anal. Prev. 80, 162–171 (2015)CrossRef
25.
Zurück zum Zitat Soltani, M., Moghaddam, T.B., Karim, M.R., et al.: Analysis of developed transition road safety barrier systems. Accid. Anal. Prev. 59, 240–252 (2013)CrossRef Soltani, M., Moghaddam, T.B., Karim, M.R., et al.: Analysis of developed transition road safety barrier systems. Accid. Anal. Prev. 59, 240–252 (2013)CrossRef
Metadaten
Titel
Development of a Surrogate Conflict Indicator for Freeway Exits Using Trajectory Data
verfasst von
Tangyi Guo
Xuejiao Jiang
Wei Fan
Copyright-Jahr
2017
Verlag
Springer Singapore
DOI
https://doi.org/10.1007/978-981-10-2398-9_6

    Premium Partner