How to Automate the Development of Diagnostic Systems Based on Definition of Ontology

Erkki Jantunen, Ashish Darpe, Pankaj Sharma, Luca Fumagalli

Research output: Chapter in Book/Report/Conference proceedingConference article in proceedingsScientificpeer-review

Abstract

In the industry there is a great need for diagnostic tools that are used defining the condition of machinery and proper timing and contents of maintenance actions. Making measurement and diagnosis manually is very time consuming and costly and, therefore, somewhat limited to more expensive machinery. When the price of sensors and processing power has reduced, the need for automation of diagnosis has increased rapidly and consequently the development of automatic diagnostic tools has become the bottle neck in introducing condition based maintenance (CBM) as a means for optimizing maintenance. The definition of the ontology of diagnosis is a means to automate the process of creating automatic diagnostic systems for various kind of machinery and that approach is presented in this paper. The paper also discusses the basic principles of diagnosing the condition of rotating machinery and explains the difficulties in automating this process. The definition of ontology is given together with the explanation of the role of standards and databases in creating the whole approach. Finally the complete structure of the proposed approach is presented.
Original languageEnglish
Title of host publicationProceedings of the 11th International Conference on the Modern Information Technology in the Innovation Processes of the Industrial Enterprises, MITIP 2009
PublisherUniversità degli Studi di Bergamo
Pages439-448
ISBN (Print)978-88-89555-09-05
Publication statusPublished - 2009
MoE publication typeA4 Article in a conference publication
Event1th International Conference on the Modern Information Technology in the Innovation Processes of the Industrial Enterprises, MITIP 2009 - Bergamo, Italy
Duration: 15 Oct 200916 Oct 2009

Conference

Conference1th International Conference on the Modern Information Technology in the Innovation Processes of the Industrial Enterprises, MITIP 2009
Abbreviated titleMITIP 2009
CountryItaly
CityBergamo
Period15/10/0916/10/09

Fingerprint

Machinery
Ontology
Rotating machinery
Bottles
Automation
Sensors
Processing
Industry

Keywords

  • condition based maintenance (CBM)
  • condition monitoring
  • automatic diagnosis
  • ontology

Cite this

Jantunen, E., Darpe, A., Sharma, P., & Fumagalli, L. (2009). How to Automate the Development of Diagnostic Systems Based on Definition of Ontology. In Proceedings of the 11th International Conference on the Modern Information Technology in the Innovation Processes of the Industrial Enterprises, MITIP 2009 (pp. 439-448). Università degli Studi di Bergamo.
Jantunen, Erkki ; Darpe, Ashish ; Sharma, Pankaj ; Fumagalli, Luca. / How to Automate the Development of Diagnostic Systems Based on Definition of Ontology. Proceedings of the 11th International Conference on the Modern Information Technology in the Innovation Processes of the Industrial Enterprises, MITIP 2009. Università degli Studi di Bergamo, 2009. pp. 439-448
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Jantunen, E, Darpe, A, Sharma, P & Fumagalli, L 2009, How to Automate the Development of Diagnostic Systems Based on Definition of Ontology. in Proceedings of the 11th International Conference on the Modern Information Technology in the Innovation Processes of the Industrial Enterprises, MITIP 2009. Università degli Studi di Bergamo, pp. 439-448, 1th International Conference on the Modern Information Technology in the Innovation Processes of the Industrial Enterprises, MITIP 2009, Bergamo, Italy, 15/10/09.

How to Automate the Development of Diagnostic Systems Based on Definition of Ontology. / Jantunen, Erkki; Darpe, Ashish; Sharma, Pankaj; Fumagalli, Luca.

Proceedings of the 11th International Conference on the Modern Information Technology in the Innovation Processes of the Industrial Enterprises, MITIP 2009. Università degli Studi di Bergamo, 2009. p. 439-448.

Research output: Chapter in Book/Report/Conference proceedingConference article in proceedingsScientificpeer-review

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AB - In the industry there is a great need for diagnostic tools that are used defining the condition of machinery and proper timing and contents of maintenance actions. Making measurement and diagnosis manually is very time consuming and costly and, therefore, somewhat limited to more expensive machinery. When the price of sensors and processing power has reduced, the need for automation of diagnosis has increased rapidly and consequently the development of automatic diagnostic tools has become the bottle neck in introducing condition based maintenance (CBM) as a means for optimizing maintenance. The definition of the ontology of diagnosis is a means to automate the process of creating automatic diagnostic systems for various kind of machinery and that approach is presented in this paper. The paper also discusses the basic principles of diagnosing the condition of rotating machinery and explains the difficulties in automating this process. The definition of ontology is given together with the explanation of the role of standards and databases in creating the whole approach. Finally the complete structure of the proposed approach is presented.

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Jantunen E, Darpe A, Sharma P, Fumagalli L. How to Automate the Development of Diagnostic Systems Based on Definition of Ontology. In Proceedings of the 11th International Conference on the Modern Information Technology in the Innovation Processes of the Industrial Enterprises, MITIP 2009. Università degli Studi di Bergamo. 2009. p. 439-448