This paper reports on an Artificial Neural Network (ANN) based approach to the design of controllers. The system is developed from a truly parallel hardware implementation of a Self-Organizing Map (SOM) type network resulting in a controller suitable for embedded ‘real-time’ non-linear applications. Both open and closed loop control are described with the aid of their application to Active Valve Train (AVT) control. The utilization of such ANN based systems has been found to reduce development time and lead to increased system flexibility, thereby increasing the application opportunities. These advantages come about due to the nature of SOM based systems which enable controllers to be developed without requiring an analytical solution to be derived. Instead, these SOM based systems learn by example and create a map of a non-linear transfer function.


    Access

    Check access

    Check availability in my library

    Order at Subito €


    Export, share and cite



    Title :

    Artificial Neural Network Based Control Systems


    Additional title:

    Sae Technical Papers


    Contributors:
    Nareid, H. (author) / Lightowler, N. (author)

    Conference:

    SAE 2003 World Congress & Exhibition ; 2003



    Publication date :

    2003-03-03




    Type of media :

    Conference paper


    Type of material :

    Print


    Language :

    English




    Artificial neural network based control systems

    Lightowler,N. / Nareid,H. / Axeon,GB | Automotive engineering | 2003


    2003-01-0359 Artificial Neural Network Based Control Systems

    Lightowler, N. / Nareid, H. / Society of Automotive Engineers | British Library Conference Proceedings | 2003


    Artificial-neural-network-based nonlinear adaptive control and simulation

    Dong, W. / Ruiping, M. / Minglian, Z. et al. | British Library Online Contents | 2004


    Artificial Neural Network Based Driver Modeling for Vehicle Systems

    Patil, Amol / U, Kalyani / A . K., Prakash | SAE Technical Papers | 2013


    Artificial Neural Network Based Driver Modeling for Vehicle Systems

    Prakash, A.K. / Patil, A. / Kalyani, U. et al. | British Library Conference Proceedings | 2013