Skip to main content

SOM for Getting the Brake Formula of a Vehicle on a Brake Tester and on Flat Ground

  • Conference paper
Distributed Computing and Artificial Intelligence

Part of the book series: Advances in Intelligent and Soft Computing ((AINSC,volume 79))

  • 1385 Accesses

Abstract

The objective of the research is to prove the capability of Self-Organizing Map (SOM) to classify brake formula of a vehicle on a bank of roller tester from the MOT (Ministry of transport) and on flat ground. The neural network demonstrated good generation of the brake-slide relationship when presented with data not used in network training. This tool will easily find brake-slide equation of each experience and we will compare the brake on two different experimental tests. This article demonstrates that the MOT brake testing do not check the car brake in its usual way of driving. We will provide data and graphs to prove that tyre pressure is a determining factor when assessing the condition of brakes.

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

Access this chapter

Chapter
USD 29.95
Price excludes VAT (USA)
  • Available as PDF
  • Read on any device
  • Instant download
  • Own it forever
eBook
USD 469.00
Price excludes VAT (USA)
  • Available as PDF
  • Read on any device
  • Instant download
  • Own it forever
Softcover Book
USD 599.99
Price excludes VAT (USA)
  • Compact, lightweight edition
  • Dispatched in 3 to 5 business days
  • Free shipping worldwide - see info

Tax calculation will be finalised at checkout

Purchases are for personal use only

Institutional subscriptions

Preview

Unable to display preview. Download preview PDF.

Unable to display preview. Download preview PDF.

References

  1. Pacejka, H.B., Bakker, E.: The Magic Formula Tyre Model. Vehicle System Dynamics 21, 1–18 (1993)

    Google Scholar 

  2. Tohmaz, A.S., Hassan, A.E.: Application of artificial neural networks to skidder traction performance. Journal of terramechanics 32(3), 105–114 (1995)

    Article  Google Scholar 

  3. Kohonen, T.: Self-Organisation and Associative Memory, 3rd edn. Helsinki University of Technology, SOM Toolbox for Matlab 5.0. Springer, Berlin (1989), www.cis.hut.fi/projects/somtoolbox/download

  4. Bayle, P., Forissier, J.F., Lafon, S.: A new tyre model for vehicle dynamics simulations. In: Proceedings of Automotive Technology International, pp. 193–198 (1993)

    Google Scholar 

  5. Mavros, G., Rahnejat, H., King, P.: Investigation of steady-state tyre force and moment generation under combined longitudinal and lateral slip conditions Source Dynamics of Vehicles on roads and on Tracks 351-360 . In: 18th Symposium of the International-Association-for-Vehicle-System-Dynamics, Kanagawa Inst Technol., Atsugi (2003)

    Google Scholar 

  6. Senabre, C., Velasco, E., Sanchez, M.: Study of mathematical models to simulate tyre movement and interaction with the surface. In: León Mechanical Conference (December 2004)

    Google Scholar 

  7. Pacejka, H.B., Besselink, I.J.M.: Magic Formula Tyre Model with Transient Properties. Vehicle System Dynamics Supplement 27, 234–249 (1997)

    Article  Google Scholar 

Download references

Author information

Authors and Affiliations

Authors

Editor information

Editors and Affiliations

Rights and permissions

Reprints and permissions

Copyright information

© 2010 Springer-Verlag Berlin Heidelberg

About this paper

Cite this paper

Senabre, C., Velasco, E., Valero, S. (2010). SOM for Getting the Brake Formula of a Vehicle on a Brake Tester and on Flat Ground. In: de Leon F. de Carvalho, A.P., Rodríguez-González, S., De Paz Santana, J.F., Rodríguez, J.M.C. (eds) Distributed Computing and Artificial Intelligence. Advances in Intelligent and Soft Computing, vol 79. Springer, Berlin, Heidelberg. https://doi.org/10.1007/978-3-642-14883-5_52

Download citation

  • DOI: https://doi.org/10.1007/978-3-642-14883-5_52

  • Publisher Name: Springer, Berlin, Heidelberg

  • Print ISBN: 978-3-642-14882-8

  • Online ISBN: 978-3-642-14883-5

  • eBook Packages: EngineeringEngineering (R0)

Publish with us

Policies and ethics