Development of Kalman Filter-Based Tracker and Visualizer for Millimeter-Wave Radars in Python']Python

被引:0
|
作者
Aravind, Aditya [1 ]
Ganesan, Hari [2 ]
Gurugopinath, Sanjeev [3 ]
Thiagarajan, Ganesan [3 ]
机构
[1] PES Univ, Dept Elect & Commun Engn, Bengaluru 560085, India
[2] PES Univ, Dept Comp Sci & Engn, Bengaluru 560085, India
[3] MMRFIC Technol Private Ltd, Bengaluru 560048, India
关键词
Interacting multiple model (IMM); Kalman filters; millimeter-wave radars; target tracker; data visualizer;
D O I
10.1109/CONECCT62155.2024.10677115
中图分类号
TP39 [计算机的应用];
学科分类号
081203 ; 0835 ;
摘要
In this paper, we present a Kalman filter (KF)-based tracker and visualizer in a tightly-coupled architecture for millimeter-wave (mmWave) radar applications. For the tracker segment, we consider an interactive multiple model (IMM)-based KF framework, which combines constant acceleration and velocity models. The visualizer unit uses a multi-thread approach ensuring thread safety, and can be implemented on software with limited memory and computational power. Moreover, the tracker and visualizer unit can be run on different computers due to the TCP/IP socket connection. The tracker-visualizer duo is developed in Python, as a scalable solution, which makes it platform-agnostic. Through real-world experimental data, we demonstrate the efficacy of the proposed tracker and visualizer.
引用
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页数:6
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