Event-Based Vibration Frequency Measurement With Laser-Assisted Illumination Based on Mixture Gaussian Distribution

振动 计算机视觉 流离失所(心理学) 计算机科学 声学 人工智能 事件(粒子物理) 计量系统 激光多普勒测振仪 运动模糊 光学 激光器 物理 激光功率缩放 图像(数学) 心理治疗师 天文 量子力学 心理学
作者
Chenyang Shi,Ningfang Song,Boyi Wei,Yuzhen Li,Yibo Zhang,Wenzhuo Li,Jing Jin
出处
期刊:IEEE Transactions on Instrumentation and Measurement [Institute of Electrical and Electronics Engineers]
卷期号:72: 1-13 被引量:5
标识
DOI:10.1109/tim.2023.3301911
摘要

Vibration measurement is an important part of monitoring the movement of objects and the working state of equipment. Non-contact vibration measurement can be achieved without installing a measuring device on the object to be measured, thus it has stronger applicability. However, traditional non-contact measurement methods, such as frame-based visual measurement, are prone to motion blur and difficult data processing. Event cameras encode the relative change of light intensity rather than the absolute value of the intensity recorded by conventional cameras, and this unique imaging mechanism makes them stand out with no motion blur, high temporal resolution and low power consumption. The displacement produced by the vibration of the object causes changes in light intensity, which are naturally captured by the event camera. Therefore, the use of event camera for vibration frequency measurement has inherent advantages. However, existing event-based methods cannot work under unstable lighting conditions, because changes in ambient light trigger events and interfere with the generation of events triggered by changes in light intensity produced by vibrations. Moreover, existing event-based computational methods do not model the mapping relationship between events and vibrations, the results of which are thus inaccurate. This article presents a method that utilizes laser-assisted illumination to help measure vibration frequencies. At the same time, a mixture Gaussian distribution is proposed to fit the frequency distribution. The experimental results show that the proposed method achieves accurate non-contact vibration frequency measurement of the object fixed on a vibrating table in the measurement range from 20 Hz to 300 Hz, with a relative error of 6.23 ‰, 4.03 ‰ and 5.45 ‰ under the ambient lighting of 0.01 lux, 55 lux and 3800 lux respectively. Furthermore, the measurement results of the vibration frequency of the loudspeaker show that the proposed method can measure the vibration in multiple directions.
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