An intelligent AE sensor for the monitoring of finish machining process

S. Dolinsek, J. Kopac, Z. J. Viharos, L. Monostori

Research output: Chapter in Book/Report/Conference proceedingConference contribution

9 Citations (Scopus)

Abstract

The paper presents the latest results of sensing the cutting process on the basis of AE signals and some particularities in further development of the monitoring model for the finish turning process. Due toinon-linearity, the large number of influencing parameters and missing information in AE data, the Artificial Neural Networks were chosen as a monitoring decision tool. The problem of accurateness in predicting the surface roughness on the basis of AE - because of the mutual interdependence of the data - requires a special procedure for building a neural network model. The final aim of such an approach is presented as improvements in learning or considerable reduction in error prediction. Further development of the monitoring model has the goal of building a so-called intelligent sensor, which should be able to perform the signal conditioning and feature extraction process.

Original languageEnglish
Title of host publicationProceedings of the 2nd International Conference on Intelligent Processing and Manufacturing of Materials, IPMM 1999
PublisherInstitute of Electrical and Electronics Engineers Inc.
Pages847-853
Number of pages7
Volume2
ISBN (Electronic)0780354893, 9780780354890
DOIs
Publication statusPublished - Jan 1 1999
Event2nd International Conference on Intelligent Processing and Manufacturing of Materials, IPMM 1999 - Honolulu, United States
Duration: Jul 10 1999Jul 15 1999

Other

Other2nd International Conference on Intelligent Processing and Manufacturing of Materials, IPMM 1999
CountryUnited States
CityHonolulu
Period7/10/997/15/99

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ASJC Scopus subject areas

  • Industrial and Manufacturing Engineering
  • Materials Science (miscellaneous)

Cite this

Dolinsek, S., Kopac, J., Viharos, Z. J., & Monostori, L. (1999). An intelligent AE sensor for the monitoring of finish machining process. In Proceedings of the 2nd International Conference on Intelligent Processing and Manufacturing of Materials, IPMM 1999 (Vol. 2, pp. 847-853). [791496] Institute of Electrical and Electronics Engineers Inc.. https://doi.org/10.1109/IPMM.1999.791496