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Multi-Vib: Precise Multi-point Vibration Monitoring Using mmWave Radar

Published: 11 January 2023 Publication History

Abstract

Vibration measurement is vital for fault diagnosis of structures (e.g., machines and civil structures). Different structure components undergo distinct vibration patterns, which jointly determine the structure's health condition, thus demanding simultaneous multi-point vibration monitoring. Existing solutions deploy multiple accelerometers along with their power supplies or laser vibrometers on the monitored object to measure multi-point vibration, which is inconvenient and costly. Cameras provide a less expensive solution while heavily relying on good lighting conditions. To overcome these limitations, we propose a cost-effective and passive system, called Multi-Vib, for precise multi-point vibration monitoring. Multi-Vib is implemented using a single mmWave radar to remotely and separately sense the vibration displacement of multiple points via signal reflection. However, simultaneously detecting and monitoring multiple points on a single object is a daunting task. This is because most radar signals are scattered away from vibration points due to their tilted locations and shapes by nature, causing an extremely weak reflected signal to the radar. To solve this issue, we dedicatedly design a physical marker placed on the target point, which can force the direction of the reflected signal towards the radar and significantly increase the reflected signal strength. Another practical issue is that the reflected signal from each point endures interferences and noises from the surroundings. Thus, we develop a series of effective signal processing methods to denoise the signal for accurate vibration frequency and displacement estimation. Extensive experimental results show that the average errors in multi-point vibration frequency and displacement estimation are around 0.16Hz and 14μm, respectively.

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cover image Proceedings of the ACM on Interactive, Mobile, Wearable and Ubiquitous Technologies
Proceedings of the ACM on Interactive, Mobile, Wearable and Ubiquitous Technologies  Volume 6, Issue 4
December 2022
1534 pages
EISSN:2474-9567
DOI:10.1145/3580286
Issue’s Table of Contents
Permission to make digital or hard copies of all or part of this work for personal or classroom use is granted without fee provided that copies are not made or distributed for profit or commercial advantage and that copies bear this notice and the full citation on the first page. Copyrights for components of this work owned by others than ACM must be honored. Abstracting with credit is permitted. To copy otherwise, or republish, to post on servers or to redistribute to lists, requires prior specific permission and/or a fee. Request permissions from [email protected]

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Publication History

Published: 11 January 2023
Published in IMWUT Volume 6, Issue 4

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Author Tags

  1. millimeter wave
  2. vibration monitoring
  3. wireless sensing

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  • (2024)Push the Limit of Highly Accurate Ranging on Commercial UWB DevicesProceedings of the ACM on Interactive, Mobile, Wearable and Ubiquitous Technologies10.1145/36596028:2(1-27)Online publication date: 15-May-2024
  • (2024)UTrack3D: 3D Tracking Using Ultra-wideband (UWB) RadiosProceedings of the 22nd Annual International Conference on Mobile Systems, Applications and Services10.1145/3643832.3661881(345-358)Online publication date: 3-Jun-2024
  • (2024)Talk2Radar: Talking to mmWave Radars via Smartphone SpeakerIEEE INFOCOM 2024 - IEEE Conference on Computer Communications10.1109/INFOCOM52122.2024.10621296(2358-2367)Online publication date: 20-May-2024
  • (2024)Non-Contact Full-Field Bearing Condition Monitoring and Fault Diagnosis Using Millimeter-Wave Radar2024 IEEE International Instrumentation and Measurement Technology Conference (I2MTC)10.1109/I2MTC60896.2024.10561159(1-6)Online publication date: 20-May-2024
  • (2023)XRLoc: Accurate UWB Localization to Realize XR DeploymentsProceedings of the 21st ACM Conference on Embedded Networked Sensor Systems10.1145/3625687.3625810(459-473)Online publication date: 12-Nov-2023
  • (2023)E3DProceedings of the ACM on Interactive, Mobile, Wearable and Ubiquitous Technologies10.1145/36108977:3(1-31)Online publication date: 27-Sep-2023
  • (2023)VibCamera: mmWave and Camera Fusion for Multi-point Vibration Monitoring2023 IEEE 29th International Conference on Parallel and Distributed Systems (ICPADS)10.1109/ICPADS60453.2023.00277(2033-2040)Online publication date: 17-Dec-2023
  • (2023)Optimized Micro-Displacement Measurement with Chirp Grouping and Multi-Circle Fitting2023 Asia-Pacific Microwave Conference (APMC)10.1109/APMC57107.2023.10439667(279-281)Online publication date: 5-Dec-2023

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