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...
Main Authors: | , , , , , |
---|---|
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 |