Mingxuan He;Xuan Yang;Chang-Hong Fu;Li Zhang;Hong Hong
{"title":"FMCW Radar Vibration Measurement Using Sub-Chirp Group Multicircle Fitting With PCA-Based Solution Space Constraints","authors":"Mingxuan He;Xuan Yang;Chang-Hong Fu;Li Zhang;Hong Hong","doi":"10.1109/TMTT.2024.3487518","DOIUrl":null,"url":null,"abstract":"Vibration measurements are pivotal across diverse domains, including industrial environments, medical care, and civil engineering. Non-contact measurement methods offer distinct advantages over their contact counterparts by circumventing equipment intrusion and minimizing interference with the target. This preservation of the target’s movement process from external disturbances ensures measurement accuracy and stability. However, existing non-contact microdisplacement measurement technologies grapple with a trade-off between accuracy and efficiency. To address this challenge, our study leverages linear frequency-modulated continuous wave (FMCW) radar to obtain insights from sub-chirp group investigations and analyzes the impact of extending the arc in circle fitting. Our method, termed sub-chirp group multicircle fitting (SCGMCF), estimates the circles associated with sub-chirps in a comprehensive manner. This modification significantly improves the accuracy and efficiency of amplitude measurement for microdisplacement vibration. In our method, we also propose a principal component analysis (PCA)-based method to constrain the solution space within the I/Q domain. By considering aspects of direction, amplitude, and noise, this approach enhances static component elimination and mitigates phase collapse. Furthermore, experimental results demonstrate the effectiveness of our methods, revealing successful extraction of movement processes under low vibration amplitudes of 30 <inline-formula> <tex-math>$\\mu $ </tex-math></inline-formula>m, with runtime reduced by more than 90%.","PeriodicalId":13272,"journal":{"name":"IEEE Transactions on Microwave Theory and Techniques","volume":"73 3","pages":"1329-1344"},"PeriodicalIF":4.1000,"publicationDate":"2024-12-20","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":"0","resultStr":null,"platform":"Semanticscholar","paperid":null,"PeriodicalName":"IEEE Transactions on Microwave Theory and Techniques","FirstCategoryId":"5","ListUrlMain":"https://ieeexplore.ieee.org/document/10810666/","RegionNum":1,"RegionCategory":"工程技术","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":null,"EPubDate":"","PubModel":"","JCR":"Q2","JCRName":"ENGINEERING, ELECTRICAL & ELECTRONIC","Score":null,"Total":0}
引用次数: 0
Abstract
Vibration measurements are pivotal across diverse domains, including industrial environments, medical care, and civil engineering. Non-contact measurement methods offer distinct advantages over their contact counterparts by circumventing equipment intrusion and minimizing interference with the target. This preservation of the target’s movement process from external disturbances ensures measurement accuracy and stability. However, existing non-contact microdisplacement measurement technologies grapple with a trade-off between accuracy and efficiency. To address this challenge, our study leverages linear frequency-modulated continuous wave (FMCW) radar to obtain insights from sub-chirp group investigations and analyzes the impact of extending the arc in circle fitting. Our method, termed sub-chirp group multicircle fitting (SCGMCF), estimates the circles associated with sub-chirps in a comprehensive manner. This modification significantly improves the accuracy and efficiency of amplitude measurement for microdisplacement vibration. In our method, we also propose a principal component analysis (PCA)-based method to constrain the solution space within the I/Q domain. By considering aspects of direction, amplitude, and noise, this approach enhances static component elimination and mitigates phase collapse. Furthermore, experimental results demonstrate the effectiveness of our methods, revealing successful extraction of movement processes under low vibration amplitudes of 30 $\mu $ m, with runtime reduced by more than 90%.
期刊介绍:
The IEEE Transactions on Microwave Theory and Techniques focuses on that part of engineering and theory associated with microwave/millimeter-wave components, devices, circuits, and systems involving the generation, modulation, demodulation, control, transmission, and detection of microwave signals. This includes scientific, technical, and industrial, activities. Microwave theory and techniques relates to electromagnetic waves usually in the frequency region between a few MHz and a THz; other spectral regions and wave types are included within the scope of the Society whenever basic microwave theory and techniques can yield useful results. Generally, this occurs in the theory of wave propagation in structures with dimensions comparable to a wavelength, and in the related techniques for analysis and design.