Research on real-time elimination of ultra-wideband radar ranging abnormal value data

Abstract

Abstract. For indoor positioning, ultra-wideband (UWB) radar comes to the forefront due to its strong penetration, anti-jamming, and high-precision ranging abilities. However, due to the complex indoor environment and disorder of obstacles, the problems of diffraction, penetration, and ranging instability caused by UWB radar signals also emerge, which make it difficult to predict the noise and leads to a great impact on the accuracy and stability of the measurement data in the short term. Therefore, the abnormal value migration of the positioning trajectory occurred in real-time positioning. To eliminate this phenomenon and provide more accurate results, the abnormal values need to be removed. It is not difficult to eliminate abnormal values accurately based on a large number of data, but it is still a difficult problem to ensure the stability of the positioning system by using a small number of measurement data in a short time to eliminate abnormal value in real-time ranging data. Thus, this paper focuses on the experimental analysis of a UWB-based indoor positioning system. By repeatedly measuring the range , a large number of measurement data can be obtained. Using the massive data to train linear regression models, we get the parameter of the linear model of range data measured with the UWB radar. Based on the Gaussian function outlier detection, abnormal values are eliminated, and putting the new range data into the regression model trained by us, the ranging error is reduced by nearly 50 % compared with the peak and mean ranging errors in general.

Real-Time Collection and Analysis of Sports Index Time Series Based on Multimodal Sensor Monitoring

“…With the rapid development of electronic industry, especially computer, the development of the human-computer interaction system is not only reflected in the hardware but also has great progress in software. At present, research based on the human-computer interaction system not only tends to be practical and aesthetic but also the ease of operation and the degree of fitting with people will become a very important development direction [12,13]. Humancomputer interaction (HCI) refers to a technology in which the information to be tested is exchanged with a certain algorithm by certain input and output devices between human and computer and finally realizes the mutual communication between human and machine.…”