Application of the independent component analysis in the estimation of the road disturbance applied on a nonlinear suspension system

  • Dorra Ben Hassen
  • , Mariem Miladi
  • , Mohamed Slim Abbes
  • , S. Caglar Baslamisli
  • , Fakher Chaari
  • , Mohamed haddar

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

Abstract

One of the major factors that can affect the vehicle performance and the passenger comfort is the road disturbance. The objective of this study is to identify this road excitation acting on the vehicle using blind source separation (BSS) technique which is the independent component analysis (ICA). This method is applied on a nonlinear suspension system since the vehicle has a nonlinear behavior. The studied system is a quarter-car model, it contains the most basic features of the vertical model of the vehicle. The estimation method is very efficient due to its simplicity and short computing time. It is based only on the knowledge of the dynamic responses of the system under study. The validation of the obtained results using the ICA method was done by computing three performance criteria. Finally, a good agreement is found between the original signals and the estimated ones.

Original languageEnglish
Title of host publicationLecture Notes in Mechanical Engineering
EditorsMohamed Haddar, Fakher Chaari, Abdelmajid Benamara, Mnaouar Chouchane, Nizar Aifaoui, Chafik Karra
PublisherSpringer Heidelberg
Pages281-289
Number of pages9
ISBN (Print)9783319666969, 9783319686189, 9789811053283, 9789811322723
DOIs
Publication statusPublished - 2018
Event7th Conference on Design and Modeling of Mechanical Systems, CMSM 2017 - Hammame, Tunisia
Duration: 27 Mar 201729 Mar 2017

Publication series

NameLecture Notes in Mechanical Engineering
Volume0
ISSN (Print)2195-4356
ISSN (Electronic)2195-4364

Conference

Conference7th Conference on Design and Modeling of Mechanical Systems, CMSM 2017
Country/TerritoryTunisia
CityHammame
Period27/03/1729/03/17

Keywords

  • ICA
  • Nonlinear behavior
  • Quarter-car model
  • Road disturbance

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