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author:

Huang, Wei (Huang, Wei.) [1] (Scholars:黄炜) | Zhao, Jing (Zhao, Jing.) [2] | Yu, Guokuan (Yu, Guokuan.) [3] | Wong, Pak Kin (Wong, Pak Kin.) [4]

Indexed by:

CPCI-S EI SCIE

Abstract:

Aiming at enhancing the vehicle comfort and handling performances, this article concerns with the development of the vibration control method for the semiactive suspension systems installed with electrohydraulic dampers. To reject the external disturbances induced by the irregular road profile, sliding mode was intensively investigated for vibration control owing to its robust feature of insensitivity to the parametric uncertainty and external disturbances. However, the unknown nonlinearity of damper behaviors leads to model mismatch to cause the high-frequency switching of sliding-mode controllers. Consequently, the severe chattering phenomenon produces. Although saturated function is available to alleviate the chattering problem of sliding-mode control, there is always a tradeoff problem between tracking accuracy and chattering suppression. To solve this problem, this study provides a new intelligent robust control method for simultaneous improvements of tracking accuracy and chattering suppression. Given the computational efficiency, an improved extreme learning machine (ELM) is proposed to intelligently approximate and compensate the unmodeled dynamics with unknown nonlinearity to restrain the chattering problem, where a new adaptive learning law is designed in the premise of Lyapunov stability. To validate the effectiveness and efficiency of the proposed ELM-based robust control, a quarter-car test rig was set up for the hardware-in-the-loop test. Experimental results show that the proposed controller outperforms the sliding-mode controller with saturated function in depressing the sprung mass acceleration and tire deflection, showing its significance in both control performance enhancement and chattering elimination.

Keyword:

Chattering elimination Damping electrohydraulic damper extreme learning machine (ELM) Force IEEE transactions Pistons Robust control semiactive suspension Shock absorbers

Community:

  • [ 1 ] [Huang, Wei]Fuzhou Univ, Sch Mech Engn & Automat, Fuzhou 350108, Peoples R China
  • [ 2 ] [Zhao, Jing]Univ Macau, Dept Electromech Engn, Macau 999078, Peoples R China
  • [ 3 ] [Yu, Guokuan]Univ Macau, Dept Electromech Engn, Macau 999078, Peoples R China
  • [ 4 ] [Wong, Pak Kin]Univ Macau, Dept Electromech Engn, Macau 999078, Peoples R China

Reprint 's Address:

  • [Zhao, Jing]Univ Macau, Dept Electromech Engn, Macau 999078, Peoples R China;;[Wong, Pak Kin]Univ Macau, Dept Electromech Engn, Macau 999078, Peoples R China

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Source :

IEEE-ASME TRANSACTIONS ON MECHATRONICS

ISSN: 1083-4435

Year: 2021

Issue: 4

Volume: 26

Page: 2071-2079

5 . 8 6 7

JCR@2021

6 . 1 0 0

JCR@2023

ESI Discipline: ENGINEERING;

ESI HC Threshold:105

JCR Journal Grade:1

CAS Journal Grade:1

Cited Count:

WoS CC Cited Count: 18

SCOPUS Cited Count: 18

ESI Highly Cited Papers on the List: 0 Unfold All

WanFang Cited Count:

Chinese Cited Count:

30 Days PV: 3

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