3DVidar: A Contact-free 3D Vibration Sensing System Based on a Single mmWave Radar
Yulong Zhang, Xuanheng Li, Yi Sun
摘要
Vibration sensing is vital for machinery health, which can be used for condition monitoring or anomalies detection. Tra-ditional methods mainly rely on contact-based sensors, which may face deployment challenges. Recently, millimeter wave (mmWave) radar has been regarded as a promising sensing method for vibration monitoring. However, since radar is mainly sensitive to the vibrations perpendicular to its antennas, existing works can only achieve 1D/2D vibration sensing based on single radar, or 3D sensing by multiple ones. In this paper, we propose a contact-free 3D vibration sensing system using single mm Wave radar, called 3DVidar. Considering the insufficient information provided by single radar, we develop a multi-point multi-path signal enhancement method to compensate for the lack of 3D vibration information. Additionally, we design a virtual antenna combination approach to further enrich the information from different perspectives. To reconstruct the 3D vibration trajectory from the complex radar information, we develop a data-driven approach, named TriVFormer, where multi-scale convolution and attention mechanism are employed to effectively fuse the multi-view information. We implement 3DVidar on a commercial mm Wave radar, and the results show that 3DVidar can accurately reconstruct 3D trajectory across various distances and angles, with mean error of 0.4526Hz and 0.0202mm, respectively.
问问这篇 Paper
问问你的智能体。
Lune 读过与它相关的顶会 Paper,每个回答都会注明依据哪几篇。
相关 Paper
- Multi-Vib: Precise Multi-point Vibration Monitoring Using mmWave RadarYanni Yang, Huafeng Xu, Qianyi Chen, Jiannong Cao 等UbiComp 2023 · 被引用 29 次
- mmVib: micrometer-level vibration measurement with mmwave radarChengkun Jiang, Junchen Guo, Yuan He, Meng Jin 等MobiCom 2020 · 被引用 154 次
- SeRadar: Embracing Secondary Reflections for Human Sensing with mmWave RadarDanei Gong, Naiyu Zheng, Binbin Xie, Jie Xiong 等MobiCom 2025 · 被引用 3 次
- AmbiEar: mmWave Based Voice Recognition in NLoS ScenariosJia Zhang, Yinian Zhou, Rui Xi, Shuai Li 等UbiComp 2022 · 被引用 28 次
- Contactless Arterial Blood Pressure Waveform Monitoring with mmWave RadarQingyong Hu, Qian Zhang, Hao Lu, Shun Wu 等UbiComp 2025 · 被引用 29 次
