Skip to main content
Top

2016 | OriginalPaper | Chapter

Virtual Road Condition Prediction Through License Plates in 3D Simulation

Authors : Orcan Alpar, Ondrej Krejcar

Published in: Computational Collective Intelligence

Publisher: Springer International Publishing

Activate our intelligent search to find suitable subject content or patents.

search-config
loading …

Abstract

Predicting the road conditions lie curves, slopes, hills, helps drivers react faster to avoid possible collisions in hypovigilance and besides, this kind of driver assistance system is more crucial for intelligent vehicles. Even though there are many radar, wifi, infrared systems and devices, what we propose in this paper is a monocular license plate segmentation to foresee the road ahead while cruising behind a blinding vehicle. License plates in the precalibrated images from 3D simulation are segmented and analyzed to identify the front car’s angle of repose. Therefore the angles of the road are estimated frame by frame with calculated distances for prediction of the virtual road.

Dont have a licence yet? Then find out more about our products and how to get one now:

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!

Literature
3.
go back to reference Cabrera, A., Gowal, S., Martinoli, A.: A new collision warning system for lead vehicles in rear-end collisions. In: 2012 IEEE Intelligent Vehicles Symposium (IV) (2012) Cabrera, A., Gowal, S., Martinoli, A.: A new collision warning system for lead vehicles in rear-end collisions. In: 2012 IEEE Intelligent Vehicles Symposium (IV) (2012)
4.
go back to reference Sengupta, R., Rezaei, S., Shladover, S., Cody, D., Dickey, S., Krishnan, H.: Cooperative collision warning systems: concept definition and experimental implementation. J. Intell. Transp. Syst. 11(3), 143–155 (2007)CrossRef Sengupta, R., Rezaei, S., Shladover, S., Cody, D., Dickey, S., Krishnan, H.: Cooperative collision warning systems: concept definition and experimental implementation. J. Intell. Transp. Syst. 11(3), 143–155 (2007)CrossRef
5.
go back to reference Ararat, Ö., Kural, E., Güvenç, B.: Development of a collision warning system for adaptive cruise control vehicles using a comparison analysis of recent algorithms. In: Intelligent Vehicles Symposium 2006 (2006) Ararat, Ö., Kural, E., Güvenç, B.: Development of a collision warning system for adaptive cruise control vehicles using a comparison analysis of recent algorithms. In: Intelligent Vehicles Symposium 2006 (2006)
6.
go back to reference Eidehall, A., Pohl, J., Gustafsson, F., Ekmark, J.: Toward autonomous collision avoidance by steering. IEEE Trans. Intell. Transp. Syst. 8(1), 84–94 (2007)CrossRef Eidehall, A., Pohl, J., Gustafsson, F., Ekmark, J.: Toward autonomous collision avoidance by steering. IEEE Trans. Intell. Transp. Syst. 8(1), 84–94 (2007)CrossRef
7.
go back to reference Eskandarian, A., Soudbakhsh, D.: Enhanced active steering system for collision avoidance maneuvers. In: Proceedings of 11th International IEEE Conference on Intelligent Transportation Systems (ITSC 2008) (2008) Eskandarian, A., Soudbakhsh, D.: Enhanced active steering system for collision avoidance maneuvers. In: Proceedings of 11th International IEEE Conference on Intelligent Transportation Systems (ITSC 2008) (2008)
8.
go back to reference Kim, J., Hayakawa, S., Suzuki, T., Hayashi, K., Okuma, S., Tsuchida, N.: Modeling of driver’s collision avoidance maneuver based on controller switching model. IEEE Trans. Syst. Man Cybern. Part B 35(6), 1131–1143 (2005)CrossRef Kim, J., Hayakawa, S., Suzuki, T., Hayashi, K., Okuma, S., Tsuchida, N.: Modeling of driver’s collision avoidance maneuver based on controller switching model. IEEE Trans. Syst. Man Cybern. Part B 35(6), 1131–1143 (2005)CrossRef
9.
go back to reference Kaempchen, N., Schiele, B., Dietmayer, K.: Design of a dependable model vehicle for rear-end collision avoidance and its evaluation. In: 2010 IEEE Instrumentation and Measurement Technology Conference (I2MTC) (2010) Kaempchen, N., Schiele, B., Dietmayer, K.: Design of a dependable model vehicle for rear-end collision avoidance and its evaluation. In: 2010 IEEE Instrumentation and Measurement Technology Conference (I2MTC) (2010)
10.
go back to reference Kaempchen, N., Schiele, B., Dietmayer, K.: Situation assessment of an autonomous emergency brake for arbitrary vehicle-to-vehicle collision scenarios. IEEE Trans. Intell. Transp. Syst. 10(4), 678–687 (2009)CrossRef Kaempchen, N., Schiele, B., Dietmayer, K.: Situation assessment of an autonomous emergency brake for arbitrary vehicle-to-vehicle collision scenarios. IEEE Trans. Intell. Transp. Syst. 10(4), 678–687 (2009)CrossRef
11.
go back to reference Kavitha, K.V.N., Bagubali, A., Shalini, L.: V2v wireless communication protocol for rear-end collision avoidance on highways with stringent propagation delay. In: Proceedings of International Conference on Advances in Recent Technologies in Communication and Computing (ARTCom 2009) (2009) Kavitha, K.V.N., Bagubali, A., Shalini, L.: V2v wireless communication protocol for rear-end collision avoidance on highways with stringent propagation delay. In: Proceedings of International Conference on Advances in Recent Technologies in Communication and Computing (ARTCom 2009) (2009)
12.
go back to reference Ramirez, A., Ohn-Bar, E., Trivedi, M.: Integrating motion and appearance for overtaking vehicle detection. In: Proceedings of the Intelligent Vehicles Symposium. IEEE (2014) Ramirez, A., Ohn-Bar, E., Trivedi, M.: Integrating motion and appearance for overtaking vehicle detection. In: Proceedings of the Intelligent Vehicles Symposium. IEEE (2014)
13.
go back to reference Chang, B., Tsai, T., Young, C.: Intelligent data fusion system for predicting vehicle collision warning using vision/GPS sensing. Expert Syst. Appl. 37(3), 2439–2450 (2010)CrossRef Chang, B., Tsai, T., Young, C.: Intelligent data fusion system for predicting vehicle collision warning using vision/GPS sensing. Expert Syst. Appl. 37(3), 2439–2450 (2010)CrossRef
14.
go back to reference Lee, K., Peng, H.: Evaluation of automotive forward collision warning and collision avoidance algorithms. Veh. Syst. Dyn. 43(10), 735–751 (2005)CrossRef Lee, K., Peng, H.: Evaluation of automotive forward collision warning and collision avoidance algorithms. Veh. Syst. Dyn. 43(10), 735–751 (2005)CrossRef
15.
go back to reference Phelawan, J., Kittisut, P., Pornsuwancharoen, N.: A new technique for distance measurement of between vehicles to vehicles by plate car using image processing. Procedia Eng. 32, 348–353 (2012)CrossRef Phelawan, J., Kittisut, P., Pornsuwancharoen, N.: A new technique for distance measurement of between vehicles to vehicles by plate car using image processing. Procedia Eng. 32, 348–353 (2012)CrossRef
16.
go back to reference Chan, K., Ordys, A., Duran, O.: A system to measure gap distance between two vehicles using license plate character height. In: Bolc, L., Tadeusiewicz, R., Chmielewski, L.J., Wojciechowski, K. (eds.) ICCVG 2010, Part I. LNCS, vol. 6374, pp. 249–256. Springer, Heidelberg (2010)CrossRef Chan, K., Ordys, A., Duran, O.: A system to measure gap distance between two vehicles using license plate character height. In: Bolc, L., Tadeusiewicz, R., Chmielewski, L.J., Wojciechowski, K. (eds.) ICCVG 2010, Part I. LNCS, vol. 6374, pp. 249–256. Springer, Heidelberg (2010)CrossRef
17.
go back to reference Li, X., Shaobin, W., Li, F.: Fuzzy based collision avoidance control strategy considering crisis index in low speed urban area. In: 2014 IEEE Conference and Expo Transportation Electrification Asia-Pacific (ITEC Asia-Pacific), pp. 1–6 (2014) Li, X., Shaobin, W., Li, F.: Fuzzy based collision avoidance control strategy considering crisis index in low speed urban area. In: 2014 IEEE Conference and Expo Transportation Electrification Asia-Pacific (ITEC Asia-Pacific), pp. 1–6 (2014)
18.
go back to reference Chang, C.Y., Chou, Y.R.: Development of fuzzy-based bus rear-end collision warning thresholds using a driving simulator. Intell. Transp. Syst. 10(2), 360–365 (2009)CrossRef Chang, C.Y., Chou, Y.R.: Development of fuzzy-based bus rear-end collision warning thresholds using a driving simulator. Intell. Transp. Syst. 10(2), 360–365 (2009)CrossRef
Metadata
Title
Virtual Road Condition Prediction Through License Plates in 3D Simulation
Authors
Orcan Alpar
Ondrej Krejcar
Copyright Year
2016
DOI
https://doi.org/10.1007/978-3-319-45243-2_25

Premium Partner