Pareto optimization of a five-degree of freedom vehicle vibration model using a multi-objective uniform-diversity genetic algorithm (MUGA)

被引:84
作者
Nariman-Zadeh, N. [1 ,2 ,3 ]
Salehpour, M. [1 ]
Jamali, A. [1 ]
Haghgoo, E. [2 ]
机构
[1] Univ Guilan, Dept Mech Engn, Fac Engn, Rasht, Iran
[2] Islamic Azad Univ, Fac Mech Engn, Takestan Branch, Takestan, Iran
[3] Univ Tehran, Fac Engn, Intelligent Based Expt Mech Ctr Excellence, Sch Mech Engn, Tehran, Iran
关键词
Vehicle vibration model; Pareto; Genetic algorithm; Multi-objective optimization Diversity; MUGA; COMFORT; DESIGN;
D O I
10.1016/j.engappai.2009.08.008
中图分类号
TP [自动化技术、计算机技术];
学科分类号
0812 ;
摘要
In this paper, a new multi-objective uniform-diversity genetic algorithm (MUGA) with a diversity preserving mechanism called the E-elimination algorithm is used for Pareto optimization of a five-degree of freedom vehicle vibration model considering the five conflicting functions simultaneously. The important conflicting objective functions that have been considered in this work are, namely, seat acceleration, forward tire velocity, rear tire velocity, relative displacement between sprung mass and forward tire and relative displacement between sprung mass and rear tire. Further, different pairs of these objective functions have also been selected for 2-objective optimization processes. The comparison of the obtained results with those in the literature demonstrates the superiority of the results of this work. It is shown that the results of 5-objective optimization include those of 2-objective optimization and, therefore, provide more choices for optimal design of a vehicle vibration model. (C) 2009 Elsevier Ltd. All rights reserved.
引用
收藏
页码:543 / 551
页数:9
相关论文
共 28 条
  • [1] Optimal design of passive linear suspension using genetic algorithm
    Alkhatib, R
    Jazar, GN
    Golnaraghi, MF
    [J]. JOURNAL OF SOUND AND VIBRATION, 2004, 275 (3-5) : 665 - 691
  • [2] [Anonymous], 2002, Evolutionary algorithms for solving multi-objective problems
  • [3] [Anonymous], 1896, Cours dEconomie Politique
  • [4] Barak P., 1991, 911921 SAE, P53
  • [5] An optimization method designed to improve 3-D vehicle comfort and road holding capability through the use of active and semi-active suspensions
    Bouazara, M
    Richard, MJ
    [J]. EUROPEAN JOURNAL OF MECHANICS A-SOLIDS, 2001, 20 (03) : 509 - 520
  • [6] Bouazara M, 1997, THESIS U LAVAL CANAD
  • [7] BOUAZARA M, 1996, INT MECH ENG C EXP W, P61
  • [8] Coello C. A. C., 1999, Knowledge and Information Systems, V1, P269
  • [9] Multiobjective optimization of trusses using genetic algorithms
    Coello, CA
    Christiansen, AD
    [J]. COMPUTERS & STRUCTURES, 2000, 75 (06) : 647 - 660
  • [10] Evolutionary multiobjective optimization using a cultural algorithm
    Coello, CAC
    Becerra, RL
    [J]. PROCEEDINGS OF THE 2003 IEEE SWARM INTELLIGENCE SYMPOSIUM (SIS 03), 2003, : 6 - 13