Abstract
The paper refers to problems of an application of the rough sets theory to diagnostic classification of mechanical objects. The use of the rough sets approach is shown on some practical examples. In particular, it concerns: evaluation of diagnostic capacity of symptoms, comparison of different methods of defining symptom limit values, reduction of the set of symptoms to a subset ensuring satisfactory evaluation of the object’s technical state, creation of the classifier of the technical state. The analysed examples concern the evaluation of the technical state of rolling bearings.
This is a preview of subscription content, log in via an institution to check access.
Access this chapter
Tax calculation will be finalised at checkout
Purchases are for personal use only
Preview
Unable to display preview. Download preview PDF.
References
Birger Y.,Technical diagnostics. Nauka, Moscow (1978) (in Russian).
Cempel C., Reduction of data sets in machine diagnostics. Zagadnienia Eksploatacji Maszyn, 44 (4), 571–585 (1980) (in Polish).
Cempel C., Diagnostically Oriented Measures of Vibroacoustic Processes. Journal of Sound and Vibration, 73 (4), 547–561 (1980).
Cempel C., Estimating the boundary values in diagnostics of machines, Machinery Maintenance. Eksploatacja Maszyn, 56, 10–11 (1988) (in Polish).
Cempel C., Plant Determination Symptom Limit Value for Vibration Condition Monitoring, Proc. of Conf. on Technical Diagnostics, Prague, p 79–82 (1989).
Cempel C., Limit values in the practice of machine vibration diagnostics. Mechanical System and Signal Processing, 5 no. 6, 483–493 (1990).
Finley H., Principles of optimum maintenance. Course materials. The Howard Finley Corporation (1988).
Kelly A., Harris M.J., Management of industrial maintenance. Newness-Butterworths, London (1978).
Mitchell J.S., An Introduction to Machinery Analysis and Monitoring, PannWell Books Company, Tulusa, Oklahoma (1981).
Nowicki R.,Methods of evaluation of the technical state in vibroacoustic diagnostics of machines,Ph.D Thesis, Technical University of Poznan (1985) (in Polish).
Nowicki R., Statistical methods of evaluation of the technical state of machines. In Proc of 7-th School on Diagnostics (DIAGNOSTYKA’85–Poznaii-Rydzyna), WPP, Poznan, 225–238 (1985) (in Polish).
Nowicki R., Badly Conditioned Problems of Technical State of Mechanical Objects. Zagadnienia Eksploatacji Maszyn,2 (1991) (to appear) (in Polish).
Nowicki R., Slowinski R., Stefanowski J., Possibilities of an application of the rough sets theory to technical diagnostics. In Proc. of IX National Symp. on Vibration Techn. and Vibroacoustics, AGH Press, Krakow, 149–152 (1990).
Nowicki R., Slowinski R., Stefanowski J., Rough Sets Based Diagnostic Classifier of Reducers. International Journal of Man-Machine Studies (1991), (submitted).
Nowicki R., Slowinski R., Stefanowski J., Evaluation of Diagnostic Symptoms by Means of The Rough Sets Theory, Computers in Industry (1992) (to appear).
Nowicki R., Slowinski R., Stefanowski J., Rough sets analysis of diagnostic capacity of vibroacoustic symptoms. Journal of Mathematics and Computers with Applications,(1992) (to appear).
Author information
Authors and Affiliations
Editor information
Editors and Affiliations
Rights and permissions
Copyright information
© 1992 Springer Science+Business Media Dordrecht
About this chapter
Cite this chapter
Nowicki, R., Słowiński, R., Stefanowski, J. (1992). Analysis of Diagnostic Symptoms in Vibroacoustic Diagnostics by Means of the Rough Sets Theory. In: Słowiński, R. (eds) Intelligent Decision Support. Theory and Decision Library, vol 11. Springer, Dordrecht. https://doi.org/10.1007/978-94-015-7975-9_3
Download citation
DOI: https://doi.org/10.1007/978-94-015-7975-9_3
Publisher Name: Springer, Dordrecht
Print ISBN: 978-90-481-4194-4
Online ISBN: 978-94-015-7975-9
eBook Packages: Springer Book Archive