Yunwei Li
ABSTRACT
As people's awareness of sports health continues to increase, the risk of related sports injuries is also increasing. Nearly 70% of running depth enthusiasts have experienced or are suffering from running injuries, and the incidence of knee pain is about 30%. Therefore, the detection of knee joint health is of great significance. However, the traditional wearable sensor monitoring the health of the human knee joint has disadvantages such as the need for medical equipment assistance and difficulty in operation by non-medical personnel. In response to this situation, this article designed a non-contact real-time monitoring of the health of the human knee joint based on deep learning. system. The results show that the non-contact system can monitor the state of motion that is highly in line with the real situation. Comparing the evaluation effect of the traditional medical knee joint scoring scale, the non-contact system evaluation result achieved a performance with an error of 5.95%, which finally verified the practical value of the non-contact human knee joint health monitoring system.
- Z. J. Xu, G. Q. Gao, Z. M. Fang. Non-contact infant heart rate monitoring based on facial images. Software Guide, 2019, 18(10): 12-18+26.Google Scholar
- N. Huang, G. H. Jiang, J. B. Wu, etc. RFID-based non-contact hospital intelligent registration rounds system. Internet of Things Technology, 2019, 9(08): 37-39.Google Scholar
- D. Y. Gu, X. J. Fu, D. Y. Yang, etc. Non-contact continuous ECG monitoring system for health Internet of Things. Journal of Sensor Technology, 2019, 32(08): 1276-1282.Google Scholar
- X. R. Wang, W. J. Wang, J. S. Zhao, etc. Video-based real-time heart rate detection in non-contact multi-person exercise state. Optics Technology, 2019, 45(06): 683-689.Google Scholar
- X. H. Xu, P. Zhao. Research on non-contact temperature measurement of dairy cows based on the principle of infrared radiation. Rural Economy and Technology, 2020, 31(03): 75-76.Google Scholar
- D. F. Lu, L. Z. Song. Embedded non-contact human health monitoring system. Journal of Jingdezhen University, 2020, 35(03): 12-15.Google Scholar
- Y. Liu, Y. Sun. Research on the application of non-contact smart government affairs in the new crown pneumonia epidemic. Internet of Things Technology, 2021, 11(01): 105-107.Google Scholar
- Q. Xie, W. S. Chen, X. X. Yang, Ye Zongjin, Zhang Xinsheng. Design and implementation of an epidemic prevention system for non-contact infrared temperature detection. Electronic World, 2021(21): 126-128.Google Scholar
- X. R. Wang, W. J. Wang, J. S. Zhao, etc. Real-time heart rate detection in non-contact multi-person exercise based on video. Optics Technology, 2019, 45(06): 683-689.Google Scholar
- R. X. Qin, Z. X. Chen. Non-contact heart rate stabilization measurement algorithm under the state of face movement. Optics Technology, 2021, 47(01): 87-92.Google Scholar
- Research on Non-contact Monitoring Method of Human Knee Joint Movement State
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