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Identification of leakages in the inlet system of an internal combustion engine with the use of Wigner-Ville transform and RBF neural networks

Research output: Chapter in Book/Report/Conference proceedingConference contributionpeer-review

20 Citations (Scopus)

Abstract

In recent years the number of vehicles using the roads all over the world has been constantly increasing. A continuous progress in the field of new technologies causes that they become cheaper and cheaper to manufacture and at the same time more accessible. In order to balance the positive and negative effects of motorisation development, world organisations introduce stricter and stricter regulations concerning the safety and the natural environment protection. Each car produced now is equipped with an on-board diagnostic system OBD. Such systems serve to assess the efficiency of the basic elements in a vehicle. The article attempts to determine the lacks of tightness in the inlet system of the internal combustion engine on the basis of vibration effects emitted by the engine. On the basis of a model prepared with the use of Wigner-Ville transform a series of experiments has been conducted to achieve a design of a properly functioning neural classifier which may extend the operation of an OBD system.

Original languageEnglish
Title of host publicationTelematics in the Transport Environment - 12th International Conference on Transport Systems Telematics, TST 2012, Selected Papers
Pages414-422
Number of pages9
DOIs
Publication statusPublished - 2012
Event12th International Conference on Transport Systems Telematics, TST 2012 - Katowice-Ustron, Poland
Duration: 10 Oct 201213 Oct 2012

Publication series

NameCommunications in Computer and Information Science
Volume329 CCIS
ISSN (Print)1865-0929

Conference

Conference12th International Conference on Transport Systems Telematics, TST 2012
Country/TerritoryPoland
CityKatowice-Ustron
Period10/10/1213/10/12

Keywords

  • On-Board Diagnostics OBD
  • artificial neural networks
  • diagnostics
  • internal combustion engines

ASJC Scopus subject areas

  • General Computer Science
  • General Mathematics

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