Practical multi-objective controller for preventing noise and vibration in an automobile wiper system

被引:15
|
作者
Zolfagharian, Ali [1 ]
Noshadi, Amin [2 ]
Zain, Mohd Zarhamdy Md. [1 ]
Abu Bakar, Abd Rahim [3 ]
机构
[1] Univ Teknol Malaysia, Fac Mech Engn, Dept Syst Dynam & Control, Johor Baharu 81310, Johor, Malaysia
[2] Victoria Univ, Fac Hlth Engn & Sci, Sch Sci & Engn, Melbourne, Vic 8001, Australia
[3] Univ Teknol Malaysia, Fac Mech Engn, Dept Automot Engn, Johor Baharu 81310, Johor, Malaysia
关键词
Automotive wiper; Noise and vibration; Non-linear system identification; Input shaping; Iterative learning; Multi objective genetic algorithm; LINK FLEXIBLE MANIPULATOR; OPTIMIZATION; SELECTION;
D O I
10.1016/j.swevo.2012.08.004
中图分类号
TP18 [人工智能理论];
学科分类号
081104 ; 0812 ; 0835 ; 1405 ;
摘要
This paper presents an approach using a multi-objective controller to prevent noise and vibration generated by the wiper blade during its wiping operation. Firstly, this paper focuses on the experimental approach to collect noise and vibration data from a car wiper system during its operation and secondly, to develop black box model of the wiper system using nonparametric approach of system identification known as nonlinear auto regressive exogenous Elman neural network (NARXENN). Finally, a novel closed loop iterative input shaping controller whose parameters are tuned simultaneously by a Pareto based multi objective genetic algorithm (MOGA) are proposed and simulated in such a way that it can prevent unwanted noise and vibration in the wiper system. The main contribution of this work rather the previous studies of automobile wiper system is to develop a novel multi-objective control strategy whereby an automobile wiper blade is moved within its sweep workspace in the least amount of time with minimum noise and vibration. (C) 2012 Elsevier B.V. All rights reserved.
引用
收藏
页码:54 / 68
页数:15
相关论文
共 50 条
  • [1] A Multi-objective, Active Fuzzy Force Controller in control of Flexible Wiper System
    Zolfagharian, Ali
    Ghasemi, Seyed Ebrahim
    Imani, Misagh
    LATIN AMERICAN JOURNAL OF SOLIDS AND STRUCTURES, 2014, 11 (09): : 1490 - 1514
  • [2] A mechatronic approach to reduce wiper system reversal noise: development of a multi-objective optimization tool
    Stenti, A.
    Vanderostyne, K.
    Hauser, F.
    PROCEEDINGS OF INTERNATIONAL CONFERENCE ON NOISE AND VIBRATION ENGINEERING (ISMA2012) / INTERNATIONAL CONFERENCE ON UNCERTAINTY IN STRUCTURAL DYNAMICS (USD2012), 2012, : 4043 - 4050
  • [3] Prediction of Automobile Wiper Motor Noise Based on Support Vector Machine with Vibration Sensors
    Li, Haiqing
    Cui, Zhanhao
    Wu, Yudong
    Ren, Xiaguang
    Zhao, Ting
    COMPUTATIONAL INTELLIGENCE AND NEUROSCIENCE, 2022, 2022
  • [4] Multi-Objective Control of an Active Vibration System via Switching
    Soltanian, L.
    Sedigh, A. Khaki
    Namaki-Shoushtari, O.
    2009 IEEE INTERNATIONAL CONFERENCE ON CONTROL AND AUTOMATION, VOLS 1-3, 2009, : 2194 - +
  • [5] Design of multi-objective H∞ controller for TCSC in multi-machine system
    Chen, Juming
    Mei, Shengwei
    Liu, Feng
    Dianli Xitong Zidonghua/Automation of Electric Power Systems, 2000, 24 (21): : 11 - 13
  • [6] Multi-objective Robust PID Controller Tuning using Multi-objective Differential Evolution
    Zhao, S-Z.
    Qu, B-Y
    Suganthan, P. N.
    Iruthayarajan, M. Willjuice
    Baskar, S.
    11TH INTERNATIONAL CONFERENCE ON CONTROL, AUTOMATION, ROBOTICS AND VISION (ICARCV 2010), 2010, : 2398 - 2403
  • [7] Design and Realization of a Multi-objective Controller for a MIMO Coupled Tank System
    Mitra, Desham
    Sutradhar, Ashoke
    2016 INTERNATIONAL CONFERENCE ON INTELLIGENT CONTROL POWER AND INSTRUMENTATION (ICICPI), 2016, : 7 - 11
  • [8] Multi-objective H∞ design of excitation controller
    Wang, CS
    Che, YB
    Wang, H
    POWERCON 2002: INTERNATIONAL CONFERENCE ON POWER SYSTEM TECHNOLOGY, VOLS 1-4, PROCEEDINGS, 2002, : 2130 - 2134
  • [9] Multi-objective cascade controller for an anaerobic digester
    Garcia-Dieguez, Carlos
    Molina, Francisco
    Roca, Enrique
    PROCESS BIOCHEMISTRY, 2011, 46 (04) : 900 - 909
  • [10] Research on vibration and noise reduction of electric bus gearbox based on multi-objective optimization
    Lei, Yulong
    Hou, Liguo
    Fu, Yao
    Hu, Jianlong
    Chen, Wei
    APPLIED ACOUSTICS, 2020, 158