A Low-complexity Noise Reduction Scheme for Target Detection in the 2D Integrated Sensing And Communication System

被引:0
|
作者
Zhu, Luoyan [1 ,3 ]
Liu, Yinsheng [1 ,2 ]
He, Danping [1 ,2 ]
Vorobyov, Sergiy A. [3 ]
Zhong, Zhangdui [1 ,2 ]
机构
[1] Beijing Jiaotong Univ, State Key Lab Rail Traff Control & Safety, Beijing 100044, Peoples R China
[2] Collaborat Innovat Ctr Railway Traff Safety, Beijing, Peoples R China
[3] Aalto Univ, Dept Signal Proc & Acoust, Helsinki, Finland
基金
北京市自然科学基金;
关键词
Noise reduction; target detection; millimeter wave (mmWave); integrated sensing and communication (ISAC); JOINT COMMUNICATION;
D O I
10.1109/ICCWORKSHOPS57953.2023.10283759
中图分类号
TP [自动化技术、计算机技术];
学科分类号
0812 ;
摘要
This paper deals with low-complexity noise reduction for linear frequency modulated continuous-wave (FMCW) signals in the multiple input multiple output integrated sensing and communication system. The conventional low-rank filter, which significantly reduces the noise, becomes impractical for two-dimensional (2D) arrays because of the huge computational burden caused by the 2D eigen value decomposition (EVD). To address the computational issue, first a low-complexity filter with two separated one-dimensional low-rank filters is proposed so that the high-complexity EVD can be avoided. Furthermore, a discrete cosine transform-based filter is proposed to achieve an efficient denoising performance without the need for accurate estimations of sample covariance matrix. The simulation results illustrate that: i) our scheme improves the denoising performance with a low complexity and it is practically feasible; ii) decreasing the rank leads to a higher output signal to noise ratio of the target, which further results in a better detection probability.
引用
收藏
页码:909 / 914
页数:6
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