• DocumentCode
    330332
  • Title

    A hybrid digital neuro-fuzzy board for control of complex systems

  • Author

    Chiaberge, Marcello ; Miranda, Eduardo ; Reyneri, Leonardo

  • Author_Institution
    Dipt. di Elettronica, Politecnico di Torino, Italy
  • Volume
    2
  • fYear
    1998
  • fDate
    11-14 Oct 1998
  • Firstpage
    1904
  • Abstract
    Artificial neural networks (NNs) and fuzzy systems are highly parallel structures that consist of a large number of fully interconnected elementary nonlinear units (called neurons). We present a digital hardware implementation of NNs combined with a host computer (DSP systems, PCs, etc.) resulting in a powerful system used in different applications. The NNs process most of the tasks, while the host performs signal pre-processing and learning algorithms. In some control applications the host also tracks some discrete states of the plant by implementing a finite state automata and/or verifying plant safety boundaries operations. The tight link with the host allows the NN hardware to be very simple since several operations related with the NNs (learning, weights initialization, etc.) can be performed by the host computer. The board can be used to implement intelligent control paradigms mixing neuro-fuzzy algorithms with finite state automata and/or digital control algorithms
  • Keywords
    digital control; finite automata; fuzzy control; fuzzy neural nets; intelligent control; large-scale systems; learning systems; neurocontrollers; parallel architectures; complex systems; digital control; digital neural fuzzy board; finite state automata; fuzzy neural networks; host computer; intelligent control; learning algorithms; parallel architecture; weights initialization; Application software; Artificial neural networks; Control systems; Digital signal processing; Fuzzy systems; Hardware; Learning automata; Neurons; Personal communication networks; Power system interconnection;
  • fLanguage
    English
  • Publisher
    ieee
  • Conference_Titel
    Systems, Man, and Cybernetics, 1998. 1998 IEEE International Conference on
  • Conference_Location
    San Diego, CA
  • ISSN
    1062-922X
  • Print_ISBN
    0-7803-4778-1
  • Type

    conf

  • DOI
    10.1109/ICSMC.1998.728174
  • Filename
    728174