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
- 발행연도
- 2024.2
- 수록면
- 78 - 83 (6page)
- DOI
- 10.5050/KSNVE.2024.34.1.078
이용수
초록· 키워드
오류제보하기
Gears are critical in mechanical systems, but wear-induced vibrations pose challenges. It is difficult to experimentally verify gear wear through vibrations. This study proposes a method to simulate wear by manipulating the backlash size and enabling the analysis of vibration changes. Gears with varying backlash sizes, resembling worn gears, facilitate the effective analysis of vibration signals. Collected vibration data is used with AI models to predict the gear wear degree. A deep learning model classifies backlash amounts, whereas a regression model predicts specific backlash sizes. Accurate classification and prediction enhance gear wear monitoring. This datadriven approach and AI techniques contribute to gear wear analysis, improving the monitoring accuracy.
목차
ABSTRACT
1. 서론
2. 기어의 마모 모사
3. 기어박스 진동 실험
4. Proposed Method and Results
3. 결론
References
참고문헌 (13)
참고문헌 신청
Park, C. I., 2019, Tooth Friction Force and Transmission Error of Spur Gears Due to Sliding Friction, Journal of Mechanical Science and Technology, Vol. 33, No. 3, pp. 1311~1319.
Park, C. I. and Kim, J. H., 2021, Effect of Tooth Profile on the Bulk Temperature of Spur Gears, Transactions of the Korean Society of Mechanical Engineers A, Vol. 45, No. 12, pp. 1127~1135.
Park, C. I., 2020, Dynamic Behavior of the Spur Gear System with Time Varying Stiffness by Gear Positions in the Backlash, Journal of Mechanical Science and Technology, Vol. 34, No. 2, pp. 565~572.
Park, C. I., 2023, Influence of Tooth Profile and Surface Roughness on Wear of Spur Gears Considering Temperature, Journal of Mechanical Science and Technology, Vol. 37, No. 10, pp. 5297~5306.
Min, T.-H., Park, D.-H., Lee, J.-J., Seo, S.-Y., Kang, S.-W. and Choi, B.-K., 2022, Feature-based Analysis on Vibration Signals for Fault Diagnosis of Elevator, Transactions of the Korean Society for Noise and Vibration Engineering, Vol. 32, No. 6, pp. 535~543.
Park, C. I. and Kim, J. H., 2021, Effect of Tooth Profile on the Bulk Temperature of Spur Gears, Transactions of the Korean Society of Mechanical Engineers A, Vol. 45, No. 12, pp. 1127~1135.
Park, C. I., 2020, Dynamic Behavior of the Spur Gear System with Time Varying Stiffness by Gear Positions in the Backlash, Journal of Mechanical Science and Technology, Vol. 34, No. 2, pp. 565~572.
Park, C. I., 2023, Influence of Tooth Profile and Surface Roughness on Wear of Spur Gears Considering Temperature, Journal of Mechanical Science and Technology, Vol. 37, No. 10, pp. 5297~5306.
Min, T.-H., Park, D.-H., Lee, J.-J., Seo, S.-Y., Kang, S.-W. and Choi, B.-K., 2022, Feature-based Analysis on Vibration Signals for Fault Diagnosis of Elevator, Transactions of the Korean Society for Noise and Vibration Engineering, Vol. 32, No. 6, pp. 535~543.
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