| 제목 |
LSTM 기반 MR 댐퍼 고장진단 모델의 통합적 설계 및 실험 검증 |
| 분야 |
|
| 언어 |
Korean |
| 저자 |
김윤목(Kongju National University), 정도현(Kongju National University), 오종석(Kongju National University) |
| Key Words |
MR damper(MR댐퍼), Fault diagnosis (고장진단), LSTM (장단기메모리),누유(Leakage),포화(Cavitation) |
| 초록 |
This study proposes an LSTM-based multi-class classification model for fault diagnosis in MR dampers, focusing on cavitation and fluid leakage. Simulation and experimental data were collected under controlled conditions to capture both normal and faulty behaviors. Experimental results confirmed its ability to detect fault-specific time-series patterns, demonstrating strong potential for real-time monitoring and failure prediction |
| 원문(PDF) |
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