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Single-Channel FMCW-Radar-Based Multi-Passenger Occupancy Detection Inside Vehicle
In this paper, we provide the results of multi-passenger occupancy detection inside a vehicle obtained using a single-channel frequency-modulated continuous-wave radar. The physiological characteristics of the radar signal are analyzed in a time-frequency spectrum, and features are proposed based on...
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/PMC8623339/ https://www.ncbi.nlm.nih.gov/pubmed/34828170 http://dx.doi.org/10.3390/e23111472 |
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author | Song, Heemang Shin, Hyun-Chool |
author_facet | Song, Heemang Shin, Hyun-Chool |
author_sort | Song, Heemang |
collection | PubMed |
description | In this paper, we provide the results of multi-passenger occupancy detection inside a vehicle obtained using a single-channel frequency-modulated continuous-wave radar. The physiological characteristics of the radar signal are analyzed in a time-frequency spectrum, and features are proposed based on these characteristics for multi-passenger occupancy detection. After clutter removal is applied, the spectral power and Wiener entropy are proposed as features to quantify physiological movements arising from breathing and heartbeat. Using the average means of both the power and Wiener entropy at seats 1 and 2, the feature distributions are expressed, and classification is performed. The multi-passenger occupancy detection performance is evaluated using linear discriminant analysis and maximum likelihood estimation. The results indicate that the proposed power and Wiener entropy are effective features for multi-passenger occupancy detection. |
format | Online Article Text |
id | pubmed-8623339 |
institution | National Center for Biotechnology Information |
language | English |
publishDate | 2021 |
publisher | MDPI |
record_format | MEDLINE/PubMed |
spelling | pubmed-86233392021-11-27 Single-Channel FMCW-Radar-Based Multi-Passenger Occupancy Detection Inside Vehicle Song, Heemang Shin, Hyun-Chool Entropy (Basel) Article In this paper, we provide the results of multi-passenger occupancy detection inside a vehicle obtained using a single-channel frequency-modulated continuous-wave radar. The physiological characteristics of the radar signal are analyzed in a time-frequency spectrum, and features are proposed based on these characteristics for multi-passenger occupancy detection. After clutter removal is applied, the spectral power and Wiener entropy are proposed as features to quantify physiological movements arising from breathing and heartbeat. Using the average means of both the power and Wiener entropy at seats 1 and 2, the feature distributions are expressed, and classification is performed. The multi-passenger occupancy detection performance is evaluated using linear discriminant analysis and maximum likelihood estimation. The results indicate that the proposed power and Wiener entropy are effective features for multi-passenger occupancy detection. MDPI 2021-11-08 /pmc/articles/PMC8623339/ /pubmed/34828170 http://dx.doi.org/10.3390/e23111472 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 Song, Heemang Shin, Hyun-Chool Single-Channel FMCW-Radar-Based Multi-Passenger Occupancy Detection Inside Vehicle |
title | Single-Channel FMCW-Radar-Based Multi-Passenger Occupancy Detection Inside Vehicle |
title_full | Single-Channel FMCW-Radar-Based Multi-Passenger Occupancy Detection Inside Vehicle |
title_fullStr | Single-Channel FMCW-Radar-Based Multi-Passenger Occupancy Detection Inside Vehicle |
title_full_unstemmed | Single-Channel FMCW-Radar-Based Multi-Passenger Occupancy Detection Inside Vehicle |
title_short | Single-Channel FMCW-Radar-Based Multi-Passenger Occupancy Detection Inside Vehicle |
title_sort | single-channel fmcw-radar-based multi-passenger occupancy detection inside vehicle |
topic | Article |
url | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC8623339/ https://www.ncbi.nlm.nih.gov/pubmed/34828170 http://dx.doi.org/10.3390/e23111472 |
work_keys_str_mv | AT songheemang singlechannelfmcwradarbasedmultipassengeroccupancydetectioninsidevehicle AT shinhyunchool singlechannelfmcwradarbasedmultipassengeroccupancydetectioninsidevehicle |