Camera-Based Dynamic Vibration Measurement Using CoTracker Model
This paper investigates the CoTracker model, a sophisticated deep learning approach based on transformer architecture, for its application in dynamic vibration measurement using vision cameras. Compared to traditional accelerometers, which are costly and limited to point-based measurements, CoTracker promises a cost-effective, full-field analysis by tracking pixel movements in video sequences. We applied this model to analyze the vibrations of a cantilever beam captured through a high-speed camera, comparing its output against data from a standard reference accelerometer. Our findings suggest that CoTracker could revolutionize structural vibration monitoring due to its efficiency and broad applicability.
Authors
- Justin de Groot
- Liangliang Cheng (ORCID: https://orcid.org/0000-0002-7789-9849)
- Yunpeng Zhu (ORCID: https://orcid.org/0000-0002-4337-2328)
- Kun Xie (ORCID: https://orcid.org/0000-0002-2943-5820)
Institutions
- Queen Mary University of London (GB)
- University of Groningen (NL)
Publication Details
- Published
- 2024-08-21
- DOI
- https://doi.org/10.1109/iai63275.2024.10730170
- Primary Topic
- Simulation and Modeling Applications
- Type
- article
- Field-Weighted Citation Impact
- 0.00
Funders
- China Scholarship Council