Skip to main content
Top

2017 | OriginalPaper | Chapter

Research and Application of Traffic Visualization Based on Vehicle GPS Big Data

Authors : Xin Wang, Shuxu Zhao, Liang Dong

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

Publisher: Springer Singapore

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

search-config
loading …

Abstract

GPS data of vehicle on the road can reflect the actual road status, its analysis can be help to urban road planning, but the multi-source, mass and high dimension features of GPS big data has restricted its application for road traffic. Aiming that, a GPS big data visual computation architecture has been design in this paper, speed attribute and two-pass corner detection has been introduce to improve map matching and clustering analysis methods. Vehicle GPS data of Zibo city has been selected as the case, the relevant result shows that the improved methods can be effective and visual, and can get a better effect than flow map method for vehicle GPS big data processing.

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
1.
go back to reference Chen, S.: A Web-based Accessibility Analysis Service Using OpenStreetMap Data. Shanghai normal university (2010) Chen, S.: A Web-based Accessibility Analysis Service Using OpenStreetMap Data. Shanghai normal university (2010)
2.
go back to reference Chetverikov, D., Szabo, Z.: A simple and efficient algorithm for detection of high curvature points in planar curves. In: Proceedings of the 10th International Conference on Computer Analysis of Images and Patterns. Groningen, The Netherlands [s. n.] (2003) Chetverikov, D., Szabo, Z.: A simple and efficient algorithm for detection of high curvature points in planar curves. In: Proceedings of the 10th International Conference on Computer Analysis of Images and Patterns. Groningen, The Netherlands [s. n.] (2003)
3.
go back to reference Enjian, Y.A.O.: Real-time map matching algorithm based on low-sampling-rate probe vehicle data. J. Beijing Univ. Technol. 39(6), 2–4 (2013) Enjian, Y.A.O.: Real-time map matching algorithm based on low-sampling-rate probe vehicle data. J. Beijing Univ. Technol. 39(6), 2–4 (2013)
4.
go back to reference Kapler, T., Wright, W.: GeoTime information visualization. Inf. Vis. 4(2), 136–146 (2005) Kapler, T., Wright, W.: GeoTime information visualization. Inf. Vis. 4(2), 136–146 (2005)
5.
go back to reference Lee, J.G., Han, J.: Trajectory clustering: a partition-and-group framework. In: Proceedings of ACM’s Special Interest Group on Management of Data, Beijing, China [s. n.] (2007) Lee, J.G., Han, J.: Trajectory clustering: a partition-and-group framework. In: Proceedings of ACM’s Special Interest Group on Management of Data, Beijing, China [s. n.] (2007)
6.
go back to reference Pu, J., Qu H., Ni, L.: Survey on visualization of trajectory data. J. Comput. Aided Des. Comput. Graphics 24(10), 1273–1282 (2012) Pu, J., Qu H., Ni, L.: Survey on visualization of trajectory data. J. Comput. Aided Des. Comput. Graphics 24(10), 1273–1282 (2012)
7.
go back to reference Scheepens, R., Willems, N., Van de Wetering, H., Andrienko, G., Andrienko, N., van Wijk, J.J.: Composite density maps for multivariate trajectories. IEEE Trans. Visual. Comput. Graph. 17(12), 2518–2520 (2011) Scheepens, R., Willems, N., Van de Wetering, H., Andrienko, G., Andrienko, N., van Wijk, J.J.: Composite density maps for multivariate trajectories. IEEE Trans. Visual. Comput. Graph. 17(12), 2518–2520 (2011)
8.
go back to reference Tobler, W.: Experiments in migration mapping by computer. Cartogr. Geogr. Inf. Sci. 14(2), 155–163 (1987)CrossRef Tobler, W.: Experiments in migration mapping by computer. Cartogr. Geogr. Inf. Sci. 14(2), 155–163 (1987)CrossRef
9.
go back to reference Wang, Z, Yuan, X.: Visual analysis of trajectory data. J. Comput. Aided Des. Comput. Graph. (1), 9–25 (2015) Wang, Z, Yuan, X.: Visual analysis of trajectory data. J. Comput. Aided Des. Comput. Graph. (1), 9–25 (2015)
10.
go back to reference Zhou, B.: The Research of GPS Data Pre-processing Methods and its Application. Hehai University (2005) Zhou, B.: The Research of GPS Data Pre-processing Methods and its Application. Hehai University (2005)
Metadata
Title
Research and Application of Traffic Visualization Based on Vehicle GPS Big Data
Authors
Xin Wang
Shuxu Zhao
Liang Dong
Copyright Year
2017
Publisher
Springer Singapore
DOI
https://doi.org/10.1007/978-981-10-2398-9_27

Premium Partner