Skip to main content

Advertisement

Log in

Diagnostic system with an artificial neural network in diagnostics of an analogue technical object

  • Original Article
  • Published:
Neural Computing and Applications Aims and scope Submit manuscript

Abstract

This paper presents a method to control an operation process of a complex technical object, for example a car engine, with the use of trivalent diagnostic information. Also, a general diagram of the complex technical object was presented, and its internal structure was described. A diagnostic analysis was conducted, as a result of which sets of the functional elements of the object and its diagnostic signals were determined. Also, the methodology of the diagnostic examination of the technical system was presented. The result was a functional and diagnostic model, which constituted the basis for initial diagnostic information, which is provided by the sets of information concerning the elements of the basic modules and their output signals. The article also covers a diagnostic system which uses a DIAG computer programme for the recognition of the states of technical objects in trivalent logics. A programme was presented and described in an analytical form for diagnosis through an artificial neural network (ANN), which recognises the states of reparable technical objects in trivalent logics. The final results obtained from the computations conducted by the DIAG programme are presented in the table of the states of the object.

This is a preview of subscription content, log in via an institution to check access.

Access this article

Subscribe and save

Springer+ Basic
$34.99 /Month
  • Get 10 units per month
  • Download Article/Chapter or eBook
  • 1 Unit = 1 Article or 1 Chapter
  • Cancel anytime
Subscribe now

Buy Now

Price excludes VAT (USA)
Tax calculation will be finalised during checkout.

Instant access to the full article PDF.

Fig. 1
Fig. 2
Fig. 3
Fig. 4
Fig. 5
Fig. 6
Fig. 7

Similar content being viewed by others

Explore related subjects

Discover the latest articles and news from researchers in related subjects, suggested using machine learning.

References

  1. Będkowski L, Dąbrowski T (2006) Podstawy eksploatacji cz. 2. Wyd, WAT, Warszawa

    Google Scholar 

  2. Duer S, Duer R (2005) Computer diagnostic system with expert knowledge for state’s control of technical objects. “SYSTEM MODELLING CONTROL—SMC 2005”. In: Proceedings of the 11th International Conference on “System Modelling Control”, Zakopane, Poland. Wyd. EXIT, Warszawa, pp 69–77

  3. Duer S (2004) The concept of assistant system for analogue class technical object servicing. In: Sixth international conference on unconventional electromechanical and electrical system uees04. Alushta, The Crimea, Ukraine, pp 687–690

  4. Duer S (2007) System ekspertowy wykorzystujący trójwartościową informację diagnostyczną wspomagający obsługiwanie złożonego obiektu technicznego. Zagadnienia Eksploatacji Maszyn Z 4(152) 42:195–208

    Google Scholar 

  5. Duer S (2008) An algorithm for the diagnosis of reparable technical objects utilizing artificial neural network. Scientific problems of machines operation and maintenance, committee of machine engineering polish academy of sciences, vol. 43, 1(53), pp 101–113

  6. Białko M (2000) Podstawowe właściwości sieci neuronowych i hybrydowych systemów ekspertowych. Wyd, Politechniki Koszalińskiej, Koszalin

    Google Scholar 

  7. Hojjat A, Shih-Lin Hung (1995) Machine learning, neural networks, genetic algorithms and fuzzy systems. Wiley, New York

  8. Gupta MM, Jin L, Homma N (2003) Static and dynamic neural networks, from fundamentals to advanced theory. Wiley, New York

  9. Mańdziuk J (2000). Sieci neuronowe typu Hpofielda, teoria i przykłady zastosowań. Wyd. EXIT Warszawa

  10. Nałęcz M (2000) Biocybernetyka i Inżynieria Biomedyczna, tom 6, Sieci neuronowe. Wyd. EXIT Warszawa

Download references

Author information

Authors and Affiliations

Authors

Corresponding author

Correspondence to Stanisław Duer.

Rights and permissions

Reprints and permissions

About this article

Cite this article

Duer, S. Diagnostic system with an artificial neural network in diagnostics of an analogue technical object. Neural Comput & Applic 19, 55–60 (2010). https://doi.org/10.1007/s00521-009-0234-6

Download citation

  • Received:

  • Accepted:

  • Published:

  • Issue Date:

  • DOI: https://doi.org/10.1007/s00521-009-0234-6

Keywords