지원사업
학술연구/단체지원/교육 등 연구자 활동을 지속하도록 DBpia가 지원하고 있어요.
커뮤니티
연구자들이 자신의 연구와 전문성을 널리 알리고, 새로운 협력의 기회를 만들 수 있는 네트워킹 공간이에요.
논문 기본 정보
- 자료유형
- 학술저널
- 저자정보
- 저널정보
- 대한기계학회 Journal of Mechanical Science and Technology Journal of Mechanical Science and Technology Vol.20 No.7
- 발행연도
- 2006.7
- 수록면
- 929 - 940 (12page)
이용수
초록· 키워드
오류제보하기
Early detection and diagnosis of incipient induction machine faults increases machinery availability, reduces consequential damage, and improves operational efficiency. However, fault detection using analytical methods is not always possible because it requires perfect knowledge of a process model. This paper proposes a neural network based expert system for diagnosing problems with induction motors using vibration analysis. The short-time Fourier transform (STFT) is used to process the quasi-steady vibration signals, and the neural network is trained and tested using the vibration spectra. The efficiency of the developed neural network expert system is evaluated. The results show that a neural network expert system can be developed based on vibration measurements acquired on-line from the machine.
목차
영어 초록
1. Introduction
2. Neural Network Applications in a Fault Detection System
3. Design Procedure for the Proposed Expert System
4. Experimental Evaluation of the System
5. Conclusions
Acknowledgments
References
참고문헌 (26)
참고문헌 신청
Albrecht, P. F., Appiarus, J. C., McCoy, R. M., Owen, E. L. and Sharma, D. K., 1986, "Assessment of the Reliability of Motors in Utility Applications-Updated," IEEE Transactions on Energy Conversion, Vol.EC-1, No.1, pp.39~46.
Atiya, A. F. and Palos, A. G., 2000, "New Results on Recurrent Network Training: Unifying the Algorithms and Accelerating Convergence," IEEE Trans. Neural Networks, Vol.13, pp.765~786.
Betta, G., Liguori, C., Paolillo, A. and Pietrosanto, A., 2002, "ADSP-based FFT-analyzer for the Fault Diagnosis of Rotating Machine based on Vibration Analysis," IEEE Trans. Instrumentation and Measurement, Vol.51, No.6.
Choi, H., 1996, "Neural Networks Approach to the Determination of the Machining Parameters," KSME International Journal, Vol.10, No.4, pp.389~395.
Chow, M. Y., 1997, Methodologies of using Neural Network and Fuzzy Logic for Motor Incipient Fault Detection, Singapore: World Scientific.
Atiya, A. F. and Palos, A. G., 2000, "New Results on Recurrent Network Training: Unifying the Algorithms and Accelerating Convergence," IEEE Trans. Neural Networks, Vol.13, pp.765~786.
Betta, G., Liguori, C., Paolillo, A. and Pietrosanto, A., 2002, "ADSP-based FFT-analyzer for the Fault Diagnosis of Rotating Machine based on Vibration Analysis," IEEE Trans. Instrumentation and Measurement, Vol.51, No.6.
Choi, H., 1996, "Neural Networks Approach to the Determination of the Machining Parameters," KSME International Journal, Vol.10, No.4, pp.389~395.
Chow, M. Y., 1997, Methodologies of using Neural Network and Fuzzy Logic for Motor Incipient Fault Detection, Singapore: World Scientific.
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UCI(KEPA) : I410-ECN-0101-2009-550-015601732