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Interference Analysis for mmWave Automotive Radar Considering Blockage Effect
Due to the increasing number of vehicles equipped with millimeter wave (mmWave) radars, interference among automotive radars is becoming a major issue. This paper explores the automotive radar interference in both two-lane and multi-lane scenarios using stochastic geometry. We derive closed-form exp...
Autores principales: | , , |
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Formato: | Online Artículo Texto |
Lenguaje: | English |
Publicado: |
MDPI
2021
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Materias: | |
Acceso en línea: | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC8228053/ https://www.ncbi.nlm.nih.gov/pubmed/34201383 http://dx.doi.org/10.3390/s21123962 |
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author | Kui, Liping Huang, Sai Feng, Zhiyong |
author_facet | Kui, Liping Huang, Sai Feng, Zhiyong |
author_sort | Kui, Liping |
collection | PubMed |
description | Due to the increasing number of vehicles equipped with millimeter wave (mmWave) radars, interference among automotive radars is becoming a major issue. This paper explores the automotive radar interference in both two-lane and multi-lane scenarios using stochastic geometry. We derive closed-form expressions for mean and variance of interference power considering directional antenna with constant and Gaussian decaying gains. In view of the sensitivity of mmWave radar signals to the blockages, we propose a blockage model including partially and completely blocking, and then calculate the effective number of the interferers. By means of modeling randomness for interferers and blockages as Poisson point process, we characterize the statistics of radar interference under different conditions. We further utilize the interference characterization to estimate the successful ranging probability of automotive radars. These theoretical analyses are verified by using Monte Carlo simulations. The results show that the increasing interfering density and ranging distance largely degrade the radar detection performance, whereas the interference levels decrease as blockage intensity increases. |
format | Online Article Text |
id | pubmed-8228053 |
institution | National Center for Biotechnology Information |
language | English |
publishDate | 2021 |
publisher | MDPI |
record_format | MEDLINE/PubMed |
spelling | pubmed-82280532021-06-26 Interference Analysis for mmWave Automotive Radar Considering Blockage Effect Kui, Liping Huang, Sai Feng, Zhiyong Sensors (Basel) Article Due to the increasing number of vehicles equipped with millimeter wave (mmWave) radars, interference among automotive radars is becoming a major issue. This paper explores the automotive radar interference in both two-lane and multi-lane scenarios using stochastic geometry. We derive closed-form expressions for mean and variance of interference power considering directional antenna with constant and Gaussian decaying gains. In view of the sensitivity of mmWave radar signals to the blockages, we propose a blockage model including partially and completely blocking, and then calculate the effective number of the interferers. By means of modeling randomness for interferers and blockages as Poisson point process, we characterize the statistics of radar interference under different conditions. We further utilize the interference characterization to estimate the successful ranging probability of automotive radars. These theoretical analyses are verified by using Monte Carlo simulations. The results show that the increasing interfering density and ranging distance largely degrade the radar detection performance, whereas the interference levels decrease as blockage intensity increases. MDPI 2021-06-08 /pmc/articles/PMC8228053/ /pubmed/34201383 http://dx.doi.org/10.3390/s21123962 Text en © 2021 by the authors. https://creativecommons.org/licenses/by/4.0/Licensee MDPI, Basel, Switzerland. This article is an open access article distributed under the terms and conditions of the Creative Commons Attribution (CC BY) license (https://creativecommons.org/licenses/by/4.0/). |
spellingShingle | Article Kui, Liping Huang, Sai Feng, Zhiyong Interference Analysis for mmWave Automotive Radar Considering Blockage Effect |
title | Interference Analysis for mmWave Automotive Radar Considering Blockage Effect |
title_full | Interference Analysis for mmWave Automotive Radar Considering Blockage Effect |
title_fullStr | Interference Analysis for mmWave Automotive Radar Considering Blockage Effect |
title_full_unstemmed | Interference Analysis for mmWave Automotive Radar Considering Blockage Effect |
title_short | Interference Analysis for mmWave Automotive Radar Considering Blockage Effect |
title_sort | interference analysis for mmwave automotive radar considering blockage effect |
topic | Article |
url | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC8228053/ https://www.ncbi.nlm.nih.gov/pubmed/34201383 http://dx.doi.org/10.3390/s21123962 |
work_keys_str_mv | AT kuiliping interferenceanalysisformmwaveautomotiveradarconsideringblockageeffect AT huangsai interferenceanalysisformmwaveautomotiveradarconsideringblockageeffect AT fengzhiyong interferenceanalysisformmwaveautomotiveradarconsideringblockageeffect |