• DocumentCode
    3074601
  • Title

    Simulated Annealing Solver of Power Steering System Based Neural Network

  • Author

    Yang, Chunsheng ; Wang, Huakun

  • Author_Institution
    Dept. of Mech. & Electr. Eng., Jiangsu Coll. of Inf. Technol., Wuxi, China
  • Volume
    4
  • fYear
    2010
  • fDate
    4-6 June 2010
  • Firstpage
    44
  • Lastpage
    47
  • Abstract
    According to different turning energy the steering system can be divided into mechanical steering system and power steering system. Power steering system is increasingly widespread in various vehicles, and has become one of important component in modern automobile steering system. The objective function may be specified that the volume of tooth corona of worm gear in power steering system incline to minimum, so the optimization model including the property and boundary constraints is created. Then the objective function with penalty terms is converted by penalty strategy with addition type, so as to transform the constrained optimization into the unconstrained optimization model. Considering the problem of low efficiency and local optimum caused by standard optimization methods, the simulated annealing algorithm is adopted to solve the optimization model of power steering systems, and neural network method is applied to fit relative coefficient, and BFGS Quasi-Newton method is recalled automatically when the setting working precision is achieved again. So that the optimization process is simplified and global optimum is acquired reliably.
  • Keywords
    Newton method; gears; neural nets; road vehicles; simulated annealing; steering systems; BFGS Quasi-Newton method; automobile steering system; constrained optimization; mechanical steering system; neural network; optimization model; penalty strategy; power steering system; simulated annealing; worm gear; Automobiles; Constraint optimization; Neural networks; Optimization methods; Power steering; Power system modeling; Simulated annealing; Steering systems; Turning; Vehicles; neural network; optimization model; power steering system; simulated annealing method;
  • fLanguage
    English
  • Publisher
    ieee
  • Conference_Titel
    Information and Computing (ICIC), 2010 Third International Conference on
  • Conference_Location
    Wuxi, Jiang Su
  • Print_ISBN
    978-1-4244-7081-5
  • Electronic_ISBN
    978-1-4244-7082-2
  • Type

    conf

  • DOI
    10.1109/ICIC.2010.281
  • Filename
    5514013