Low-Complexity Failed Element Diagnosis for Radar-Communication mmWave Antenna Array with Low SNR

The millimeter-wave (mmWave) antenna array plays an important role in the excellent performance of wireless sensors networks (WSN) or unmanned aerial vehicle (UAV) clusters. However, the array elements are easily damaged in its harsh working environment but hard to be repaired or exchanged timely, r...

Full description

Bibliographic Details
Main Authors: Qingyu Li, Keren Dai, Xiaofeng Wang, Yu Zhang, He Zhang, Defu Jiang
Format: Article
Language:English
Published: MDPI AG 2019-08-01
Series:Electronics
Subjects:
Online Access:https://www.mdpi.com/2079-9292/8/8/904
id doaj-39759c0c4da842f9a5994e4d326ac5a1
record_format Article
spelling doaj-39759c0c4da842f9a5994e4d326ac5a12020-11-25T01:34:01ZengMDPI AGElectronics2079-92922019-08-018890410.3390/electronics8080904electronics8080904Low-Complexity Failed Element Diagnosis for Radar-Communication mmWave Antenna Array with Low SNRQingyu Li0Keren Dai1Xiaofeng Wang2Yu Zhang3He Zhang4Defu Jiang5ZNDY of Ministerial Key Laboratory, School of Mechanical Engineering, Nanjing University of Science and Technology, Nanjing 210094, ChinaZNDY of Ministerial Key Laboratory, School of Mechanical Engineering, Nanjing University of Science and Technology, Nanjing 210094, ChinaResearch Institute of Tsinghua, Pearl River Delta, Guangzhou 510530, ChinaKey Laboratory of Digital TV System of Guangdong Province and Shenzhen City, Research Institute of Tsinghua University in Shenzhen, Shenzhen 518057, ChinaZNDY of Ministerial Key Laboratory, School of Mechanical Engineering, Nanjing University of Science and Technology, Nanjing 210094, ChinaLaboratory of Array and Information Processing, Hohai University, Nanjing 210098, ChinaThe millimeter-wave (mmWave) antenna array plays an important role in the excellent performance of wireless sensors networks (WSN) or unmanned aerial vehicle (UAV) clusters. However, the array elements are easily damaged in its harsh working environment but hard to be repaired or exchanged timely, resulting in a serious decline in the beamforming performance. Thus, accurate self-diagnosis of the failed elements is of great importance. In previous studies, there are still significant difficulties for large-scale arrays under extremely low SNR. In this paper, a diagnosis algorithm with low complexity and high reliability for the failed elements is proposed, which is based on a joint decision of communication signal and sensing echoes. Compared with the previous studies, the complexity of the algorithm is reduced by the construction of low-dimensional feature vectors for classification, the decoupling of the degree of arrival (DOA) estimation and the failed pattern diagnosis, with the help of the sub-array division. Simulation results show that, under an ultra-low SNR of −12.5 dB for communication signals and −16 dB for sensing echoes, an accurate self-diagnosis with a block error rate lower than 8% can be realized. The study in this paper will effectively promote the long-term and reliable operation of the mmWave antenna array in WSN, UAV clusters and other similar fields.https://www.mdpi.com/2079-9292/8/8/904mmWave antenna arrayfailed elements diagnisisjoint radar-communication systemlow complexitylow SNR
collection DOAJ
language English
format Article
sources DOAJ
author Qingyu Li
Keren Dai
Xiaofeng Wang
Yu Zhang
He Zhang
Defu Jiang
spellingShingle Qingyu Li
Keren Dai
Xiaofeng Wang
Yu Zhang
He Zhang
Defu Jiang
Low-Complexity Failed Element Diagnosis for Radar-Communication mmWave Antenna Array with Low SNR
Electronics
mmWave antenna array
failed elements diagnisis
joint radar-communication system
low complexity
low SNR
author_facet Qingyu Li
Keren Dai
Xiaofeng Wang
Yu Zhang
He Zhang
Defu Jiang
author_sort Qingyu Li
title Low-Complexity Failed Element Diagnosis for Radar-Communication mmWave Antenna Array with Low SNR
title_short Low-Complexity Failed Element Diagnosis for Radar-Communication mmWave Antenna Array with Low SNR
title_full Low-Complexity Failed Element Diagnosis for Radar-Communication mmWave Antenna Array with Low SNR
title_fullStr Low-Complexity Failed Element Diagnosis for Radar-Communication mmWave Antenna Array with Low SNR
title_full_unstemmed Low-Complexity Failed Element Diagnosis for Radar-Communication mmWave Antenna Array with Low SNR
title_sort low-complexity failed element diagnosis for radar-communication mmwave antenna array with low snr
publisher MDPI AG
series Electronics
issn 2079-9292
publishDate 2019-08-01
description The millimeter-wave (mmWave) antenna array plays an important role in the excellent performance of wireless sensors networks (WSN) or unmanned aerial vehicle (UAV) clusters. However, the array elements are easily damaged in its harsh working environment but hard to be repaired or exchanged timely, resulting in a serious decline in the beamforming performance. Thus, accurate self-diagnosis of the failed elements is of great importance. In previous studies, there are still significant difficulties for large-scale arrays under extremely low SNR. In this paper, a diagnosis algorithm with low complexity and high reliability for the failed elements is proposed, which is based on a joint decision of communication signal and sensing echoes. Compared with the previous studies, the complexity of the algorithm is reduced by the construction of low-dimensional feature vectors for classification, the decoupling of the degree of arrival (DOA) estimation and the failed pattern diagnosis, with the help of the sub-array division. Simulation results show that, under an ultra-low SNR of −12.5 dB for communication signals and −16 dB for sensing echoes, an accurate self-diagnosis with a block error rate lower than 8% can be realized. The study in this paper will effectively promote the long-term and reliable operation of the mmWave antenna array in WSN, UAV clusters and other similar fields.
topic mmWave antenna array
failed elements diagnisis
joint radar-communication system
low complexity
low SNR
url https://www.mdpi.com/2079-9292/8/8/904
work_keys_str_mv AT qingyuli lowcomplexityfailedelementdiagnosisforradarcommunicationmmwaveantennaarraywithlowsnr
AT kerendai lowcomplexityfailedelementdiagnosisforradarcommunicationmmwaveantennaarraywithlowsnr
AT xiaofengwang lowcomplexityfailedelementdiagnosisforradarcommunicationmmwaveantennaarraywithlowsnr
AT yuzhang lowcomplexityfailedelementdiagnosisforradarcommunicationmmwaveantennaarraywithlowsnr
AT hezhang lowcomplexityfailedelementdiagnosisforradarcommunicationmmwaveantennaarraywithlowsnr
AT defujiang lowcomplexityfailedelementdiagnosisforradarcommunicationmmwaveantennaarraywithlowsnr
_version_ 1725074231214997504