Algorithm for assessment of truck brakes temperature evolution using SVM

Authors

  • Mirel Pământ Student with the Material Engineering Department “Dunarea de Jos“ University of Galati
  • Florin Bogdan Marin Environmental and Industry Safety Department, “Dunarea de Jos” University of Galati
  • Cătălina Maier Material Engineering Department, “Dunarea de Jos” University of Galati

Keywords:

truck brakes, steep grades, temperature evolution, brakes overheating, SVM prediction

Abstract

In this paper, an algorithm is proposed for a new system for trucks with heavy loading operating in steep grade conditions. The algorithm proposed in this paper is using SVM (Support Vector Machine) algorithm to predict brakes temperature evolution which is processing previously CFD (Computational Fluid Dynamics)
simulation of the brake components’ cooling for the truck model. The brake system temperature is estimated and the driver is informed and warned about future
dangerous situations. The proposed system is a new feature proposed in ADAS (Advanced Driver Assistance Systems) in this paper dedicated to a truck with heavy
loading operating in steep grades.

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Published

2014-11-09

Issue

Vol. 32 (2014)

Section

Articles

How to Cite

1.
Algorithm for assessment of truck brakes temperature evolution using SVM. Ann_UGAL_TMB [Internet]. 2014 Nov. 9 [cited 2026 Nov. 2];32:69-72. Available from: https://ojs.ugal.ro/index.php/tmb/article/view/1553

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