On-Rotor Sensing Techniques for Rotor Condition Monitoring with FPGA In-Sensor Computing
编号:145 访问权限:仅限参会人 更新:2025-11-10 16:05:10 浏览:46次 张贴报告

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摘要
Vibration sensing is a crucial means for condition monitoring and fault prediction of rotating machinery, which could potentially ensure their safety and reliability. The existing methods including housing-mounted vibration sensors and laser-based shaft displacement sensors are restricted by signal propagation attenuation and environmental factors, respectively. Therefore, it is still a challenge to obtain high quality vibration signals and the sensing systems can hardly perform real-time operation state observation. This study presents a Field Programmable Gate Array (FPGA)-based small outline shaft-end mounted on rotor vibration sensing solution, which allows real-time extraction of multi-domain feature and in-situ rotor condition monitoring. A novel design concept for shaft-end mounted wireless vibration sensing is proposed, which employs wireless power supply for small outline and lightweight construction to reduce its impact on rotor operation. A multi-domain feature extraction method for rotor fault analysis and real-time observation is developed with in-sensor computing enhanced by FPGA. Then, research of rotor imbalance and impact detection is conducted, which validates the feasibility and effectiveness of the ORS sensor for real-time fault monitoring at a sampling rate of 4000Hz. This investigation provides a lightweight, high-precision, real-time sensing approach for the online monitoring of rotating machinery.
关键词
Rotor condition monitoring, on rotor sensing (ORS), In-sensor computing, multi-domain feature extraction, wireless power supply
报告人
Pingbo Zhao
Student Hebei University of Technology

稿件作者
Pingbo Zhao Hebei University of Technology
Hao Zhang Hebei University of Technology
Zhaozong Meng Hebei University of Technology
Guojin Feng Hebei University of Technology
Dong Zhen Hebei University of Technology
Zonghua Zhang Hebei University of Technology
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重要日期
  • 会议日期

    11月21日

    2025

    11月23日

    2025

  • 10月20日 2025

    初稿截稿日期

  • 11月23日 2025

    注册截止日期

主办单位
IEEE Instrumentation and Measurement Society
South China University of Technology
承办单位
South China University of Technology
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