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首页|期刊导航|大地测量与地球动力学(英文版)|Efficient 2-D MUSIC algorithm for super-resolution moving target tracking based on an FMCW radar

Efficient 2-D MUSIC algorithm for super-resolution moving target tracking based on an FMCW radarOAEI

Efficient 2-D MUSIC algorithm for super-resolution moving target tracking based on an FMCW radar

英文摘要

Frequency modulated continuous wave(FMCW)radar is an advantageous sensor scheme for target estimation and environmental perception.However,existing algorithms based on discrete Fourier transform(DFT),multiple signal classification(MUSIC)and compressed sensing,etc.,cannot achieve both low complexity and high resolution simultaneously.This paper proposes an efficient 2-D MUSIC algo-rithm for super-resolution target estimation/tracking based on FMCW radar.Firstly,we enhance the efficiency of 2-D MUSIC azimuth-range spectrum estimation by incorporating 2-D DFT and multi-level resolution searching strategy.Secondly,we apply the gradient descent method to tightly integrate the spatial continuity of object motion into spectrum estimation when processing multi-epoch radar data,which improves the efficiency of continuous target tracking.These two approaches have improved the algorithm efficiency by nearly 2-4 orders of magnitude without losing accuracy and resolution.Simu-lation experiments are conducted to validate the effectiveness of the algorithm in both single-epoch estimation and multi-epoch tracking scenarios.

Xuchong Yi;Shuangxi Zhang;Yuxuan Zhou

School of Geodesy and Geomatics,Wuhan University,Wuhan 430079,ChinaSchool of Geodesy and Geomatics,Wuhan University,Wuhan 430079,China||Key Laboratory of Geospace Environment and Geodesy,Ministry of Education,Wuhan 430079,China

2D-MUSICFMCW radarMoving target trackingSuper-resolutionAlgorithm optimization

《大地测量与地球动力学(英文版)》 2024 (005)

504-515 / 12

This research was funded by the National Natural Science Foundation of China,grant number 42074176,U1939204.

10.1016/j.geog.2024.01.008

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