Computer vision-based objective evaluation of increase in breathing resistances of respirators on human subjects

The purpose of this study was to evaluate objectively the impact of wearing respirators on breathing resistances of actual human subjects. We designed a monitor of the nasal airflow, which was composed of a full facepiece mask, a pipe for gathering nasal airflow, a monitoring line and a camera. A to...

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Published inOptik (Stuttgart) Vol. 159; pp. 189 - 201
Main Authors Yang, Zhongliang, Chen, Yumiao, Tang, Zhichuan, Jia, Miao
Format Journal Article
LanguageEnglish
Published Elsevier GmbH 01.04.2018
Subjects
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ISSN0030-4026
1618-1336
DOI10.1016/j.ijleo.2018.01.081

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Abstract The purpose of this study was to evaluate objectively the impact of wearing respirators on breathing resistances of actual human subjects. We designed a monitor of the nasal airflow, which was composed of a full facepiece mask, a pipe for gathering nasal airflow, a monitoring line and a camera. A total of 5 normal adult volunteers were recruited in this study. Wearing the monitor, the subjects were required to sit for 1 min and walk for 1 min during wearing eight different models of respirators and without a respirator. Subsequently, the swing video of the monitoring line was collected by the camera during each breath of the subjects. The mean value of maximum swing angles of the monitoring line and the swing angle ratio were calculated through the image processing of the experimental videos. The experimental results show that the swing angle ratio during exhalation and inhalation are effective for representing exhalation resistances and inhalation resistances respectively. This is the first reported study that combines computer vision and the self-developed nasal airflow monitor to demonstrate quantitatively and objectively the exhalation resistances and inhalation resistances with the use of different respirators on actual human subjects.
AbstractList The purpose of this study was to evaluate objectively the impact of wearing respirators on breathing resistances of actual human subjects. We designed a monitor of the nasal airflow, which was composed of a full facepiece mask, a pipe for gathering nasal airflow, a monitoring line and a camera. A total of 5 normal adult volunteers were recruited in this study. Wearing the monitor, the subjects were required to sit for 1 min and walk for 1 min during wearing eight different models of respirators and without a respirator. Subsequently, the swing video of the monitoring line was collected by the camera during each breath of the subjects. The mean value of maximum swing angles of the monitoring line and the swing angle ratio were calculated through the image processing of the experimental videos. The experimental results show that the swing angle ratio during exhalation and inhalation are effective for representing exhalation resistances and inhalation resistances respectively. This is the first reported study that combines computer vision and the self-developed nasal airflow monitor to demonstrate quantitatively and objectively the exhalation resistances and inhalation resistances with the use of different respirators on actual human subjects.
Author Tang, Zhichuan
Yang, Zhongliang
Jia, Miao
Chen, Yumiao
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Cites_doi 10.1202/0002-8894(2001)062<0411:WPWBTD>2.0.CO;2
10.1108/IJCST-06-2014-0077
10.1056/NEJMp0908437
10.1080/15298668391405544
10.1093/ageing/26.1.15
10.1097/CCM.0b013e3181b9e8b3
10.1016/j.ergon.2017.02.001
10.1016/j.ergon.2015.11.002
10.1093/annhyg/men019
10.1017/S0950268809991658
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Keywords Computer vision
Breathing resistances
Swing angle
Nasal airflow
Respirators
Human-in-the-loop
Language English
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References Eninger, Honda, Adhikari, Heinonen-Tanski, Reponen, Grinshpun (bib0040) 2008; 52
Yang, Chen, Wang, Gong (bib0105) 2017; 58
Liu, Tong, Chen, Cai, Xiang, Wu (bib0065) 2016; 42
Morgan, Cook, Chapanis, Lund (bib0030) 1963
Lee, Wang (bib0005) 2011; 55
Caretti, Scott, Johnson, Coyne, Koh (bib0020) 2001; 62
Cowling, Zhou, Ip, Leung, Aiello (bib0085) 2010; 138
Gralton, McLaws (bib0090) 2010; 38
Zhao (bib0110) 2012
China National Institute of Standardization (bib0060) 2006
Wu (bib0025) 2008
Chen, Yang, Wang, Gong (bib0045) 2016; 53
Forsyth, Ponce (bib0050) 2002; 14
Morgan (bib0010) 1983; 44
Yu, Jiang, Zhuang, Liu, Wang, Liu, Yang, Chen (bib0080) 2014; 9
Sinkule, Powell, Goss (bib0035) 2013; 57
Chong (bib0075) 2017
Umbaugh (bib0055) 1997
Shine, Rogers, Goldfrank (bib0095) 2009; 361
Kao, Tsai, Chen, Chiu, Hu, Chen (bib0100) 2010; 60
Chen, Wang, Yang (bib0015) 2015; 27
Bohannon (bib0070) 1997; 26
Eninger (10.1016/j.ijleo.2018.01.081_bib0040) 2008; 52
Zhao (10.1016/j.ijleo.2018.01.081_bib0110) 2012
Forsyth (10.1016/j.ijleo.2018.01.081_bib0050) 2002; 14
China National Institute of Standardization (10.1016/j.ijleo.2018.01.081_bib0060) 2006
Chong (10.1016/j.ijleo.2018.01.081_bib0075) 2017
Shine (10.1016/j.ijleo.2018.01.081_bib0095) 2009; 361
Cowling (10.1016/j.ijleo.2018.01.081_bib0085) 2010; 138
Liu (10.1016/j.ijleo.2018.01.081_bib0065) 2016; 42
Morgan (10.1016/j.ijleo.2018.01.081_bib0030) 1963
Chen (10.1016/j.ijleo.2018.01.081_bib0015) 2015; 27
Umbaugh (10.1016/j.ijleo.2018.01.081_bib0055) 1997
Gralton (10.1016/j.ijleo.2018.01.081_bib0090) 2010; 38
Wu (10.1016/j.ijleo.2018.01.081_bib0025) 2008
Morgan (10.1016/j.ijleo.2018.01.081_bib0010) 1983; 44
Lee (10.1016/j.ijleo.2018.01.081_bib0005) 2011; 55
Caretti (10.1016/j.ijleo.2018.01.081_bib0020) 2001; 62
Bohannon (10.1016/j.ijleo.2018.01.081_bib0070) 1997; 26
Kao (10.1016/j.ijleo.2018.01.081_bib0100) 2010; 60
Sinkule (10.1016/j.ijleo.2018.01.081_bib0035) 2013; 57
Chen (10.1016/j.ijleo.2018.01.081_bib0045) 2016; 53
Yang (10.1016/j.ijleo.2018.01.081_bib0105) 2017; 58
Yu (10.1016/j.ijleo.2018.01.081_bib0080) 2014; 9
References_xml – volume: 52
  start-page: 385
  year: 2008
  end-page: 396
  ident: bib0040
  article-title: Filter performance of n99 and n95 facepiece respirators against viruses and ultrafine particles
  publication-title: Ann. Occup. Hyg.
– year: 1997
  ident: bib0055
  article-title: Computer Vision and Image Processing: A Practical Approach Using Cviptools With Cdrom
– year: 2008
  ident: bib0025
  article-title: Research on Driving Fatigue Detection Method Based on ECG Signal
– volume: 57
  start-page: 384
  year: 2013
  end-page: 398
  ident: bib0035
  article-title: Evaluation of N95 respirator use with a surgical mask cover: effects on breathing resistance and inhaled carbon dioxide
  publication-title: Ann. Occup. Hyg.
– year: 2012
  ident: bib0110
  article-title: Human Emotion Recognition from Body Language of the Head Using Soft Computing Techniques
– volume: 138
  start-page: 449
  year: 2010
  ident: bib0085
  article-title: Face masks to prevent transmission of influenza virus: a systematic review
  publication-title: Epidemiol. Infect.
– volume: 62
  start-page: 411
  year: 2001
  end-page: 415
  ident: bib0020
  article-title: Work performance when breathing through different respirator exhalation resistances
  publication-title: AIHAJ-Am. Ind. Hyg. Assoc.
– volume: 361
  start-page: 1823
  year: 2009
  end-page: 1825
  ident: bib0095
  article-title: Novel H1N1 influenza and respiratory protection for health care workers
  publication-title: N. Engl. J. Med.
– year: 1963
  ident: bib0030
  article-title: Human Engineering Guide to Equipment Design
– volume: 9
  start-page: e85299
  year: 2014
  ident: bib0080
  publication-title: Fitting Characteristics of N95 Filtering-Facepiece Respirators Used Widely in China
– volume: 38
  start-page: 657
  year: 2010
  end-page: 667
  ident: bib0090
  article-title: Protecting healthcare workers from pandemic influenza: N95 or surgical masks?
  publication-title: Crit. Care Med.
– volume: 55
  start-page: 917
  year: 2011
  end-page: 921
  ident: bib0005
  article-title: Objective assessment of increase in breathing resistance of N95 respirators on human subjects
  publication-title: Ann. Occup. Hyg.
– volume: 27
  start-page: 652
  year: 2015
  end-page: 676
  ident: bib0015
  article-title: The human factors/ergonomics studies for respirators: a review and future work
  publication-title: Int. J. Cloth. Sci. Technol.
– year: 2017
  ident: bib0075
  article-title: Image Processing 101 [WWW Document]
– volume: 58
  start-page: 47
  year: 2017
  end-page: 54
  ident: bib0105
  article-title: Recognizing the breathing resistances of wearing respirators from respiratory and sEMG signals with artificial neural networks
  publication-title: Int. J. Ind. Ergon.
– volume: 42
  start-page: 91
  year: 2016
  end-page: 95
  ident: bib0065
  article-title: Study on anti-dusk masks respiratory resistance
  publication-title: Ind. Saf. Environ. Prot.
– volume: 60
  start-page: A136
  year: 2010
  ident: bib0100
  article-title: Physiological and neuropsychological impacts of wearing an N95 mask on young medical staff
  publication-title: Occup. Environ. Med.
– volume: 44
  start-page: 671
  year: 1983
  end-page: 676
  ident: bib0010
  article-title: Psychological problems associated with the wearing of industrial respirators: a review
  publication-title: Am. Ind. Hyg. Assoc. J.
– year: 2006
  ident: bib0060
  article-title: GB2626-2006: Respiratory Protective Equipment: Non-Powered Air-Purifying Particle Respirator
– volume: 26
  start-page: 15
  year: 1997
  end-page: 19
  ident: bib0070
  article-title: Comfortable and maximum walking speed of adults aged 20–79 years: reference values and determinants
  publication-title: Age Ageing
– volume: 53
  start-page: 93
  year: 2016
  end-page: 101
  ident: bib0045
  article-title: Physiological and subjective responses to breathing resistance of N95 filtering facepiece respirators in still-sitting and walking
  publication-title: Int. J. Ind. Ergon.
– volume: 14
  start-page: 133
  year: 2002
  end-page: 149
  ident: bib0050
  publication-title: Computer Vision: A Modern Approach
– volume: 62
  start-page: 411
  year: 2001
  ident: 10.1016/j.ijleo.2018.01.081_bib0020
  article-title: Work performance when breathing through different respirator exhalation resistances
  publication-title: AIHAJ-Am. Ind. Hyg. Assoc.
  doi: 10.1202/0002-8894(2001)062<0411:WPWBTD>2.0.CO;2
– year: 2008
  ident: 10.1016/j.ijleo.2018.01.081_bib0025
– volume: 55
  start-page: 917
  year: 2011
  ident: 10.1016/j.ijleo.2018.01.081_bib0005
  article-title: Objective assessment of increase in breathing resistance of N95 respirators on human subjects
  publication-title: Ann. Occup. Hyg.
– volume: 27
  start-page: 652
  year: 2015
  ident: 10.1016/j.ijleo.2018.01.081_bib0015
  article-title: The human factors/ergonomics studies for respirators: a review and future work
  publication-title: Int. J. Cloth. Sci. Technol.
  doi: 10.1108/IJCST-06-2014-0077
– volume: 361
  start-page: 1823
  year: 2009
  ident: 10.1016/j.ijleo.2018.01.081_bib0095
  article-title: Novel H1N1 influenza and respiratory protection for health care workers
  publication-title: N. Engl. J. Med.
  doi: 10.1056/NEJMp0908437
– volume: 44
  start-page: 671
  year: 1983
  ident: 10.1016/j.ijleo.2018.01.081_bib0010
  article-title: Psychological problems associated with the wearing of industrial respirators: a review
  publication-title: Am. Ind. Hyg. Assoc. J.
  doi: 10.1080/15298668391405544
– volume: 14
  start-page: 133
  year: 2002
  ident: 10.1016/j.ijleo.2018.01.081_bib0050
– volume: 60
  start-page: A136
  year: 2010
  ident: 10.1016/j.ijleo.2018.01.081_bib0100
  article-title: Physiological and neuropsychological impacts of wearing an N95 mask on young medical staff
  publication-title: Occup. Environ. Med.
– volume: 26
  start-page: 15
  year: 1997
  ident: 10.1016/j.ijleo.2018.01.081_bib0070
  article-title: Comfortable and maximum walking speed of adults aged 20–79 years: reference values and determinants
  publication-title: Age Ageing
  doi: 10.1093/ageing/26.1.15
– volume: 42
  start-page: 91
  year: 2016
  ident: 10.1016/j.ijleo.2018.01.081_bib0065
  article-title: Study on anti-dusk masks respiratory resistance
  publication-title: Ind. Saf. Environ. Prot.
– volume: 38
  start-page: 657
  year: 2010
  ident: 10.1016/j.ijleo.2018.01.081_bib0090
  article-title: Protecting healthcare workers from pandemic influenza: N95 or surgical masks?
  publication-title: Crit. Care Med.
  doi: 10.1097/CCM.0b013e3181b9e8b3
– volume: 58
  start-page: 47
  year: 2017
  ident: 10.1016/j.ijleo.2018.01.081_bib0105
  article-title: Recognizing the breathing resistances of wearing respirators from respiratory and sEMG signals with artificial neural networks
  publication-title: Int. J. Ind. Ergon.
  doi: 10.1016/j.ergon.2017.02.001
– volume: 57
  start-page: 384
  year: 2013
  ident: 10.1016/j.ijleo.2018.01.081_bib0035
  article-title: Evaluation of N95 respirator use with a surgical mask cover: effects on breathing resistance and inhaled carbon dioxide
  publication-title: Ann. Occup. Hyg.
– year: 1997
  ident: 10.1016/j.ijleo.2018.01.081_bib0055
– volume: 9
  start-page: e85299
  year: 2014
  ident: 10.1016/j.ijleo.2018.01.081_bib0080
– year: 2017
  ident: 10.1016/j.ijleo.2018.01.081_bib0075
– volume: 53
  start-page: 93
  year: 2016
  ident: 10.1016/j.ijleo.2018.01.081_bib0045
  article-title: Physiological and subjective responses to breathing resistance of N95 filtering facepiece respirators in still-sitting and walking
  publication-title: Int. J. Ind. Ergon.
  doi: 10.1016/j.ergon.2015.11.002
– volume: 52
  start-page: 385
  year: 2008
  ident: 10.1016/j.ijleo.2018.01.081_bib0040
  article-title: Filter performance of n99 and n95 facepiece respirators against viruses and ultrafine particles
  publication-title: Ann. Occup. Hyg.
  doi: 10.1093/annhyg/men019
– year: 2006
  ident: 10.1016/j.ijleo.2018.01.081_bib0060
– year: 2012
  ident: 10.1016/j.ijleo.2018.01.081_bib0110
– year: 1963
  ident: 10.1016/j.ijleo.2018.01.081_bib0030
– volume: 138
  start-page: 449
  year: 2010
  ident: 10.1016/j.ijleo.2018.01.081_bib0085
  article-title: Face masks to prevent transmission of influenza virus: a systematic review
  publication-title: Epidemiol. Infect.
  doi: 10.1017/S0950268809991658
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Snippet The purpose of this study was to evaluate objectively the impact of wearing respirators on breathing resistances of actual human subjects. We designed a...
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SubjectTerms Breathing resistances
Computer vision
Human-in-the-loop
Nasal airflow
Respirators
Swing angle
Title Computer vision-based objective evaluation of increase in breathing resistances of respirators on human subjects
URI https://dx.doi.org/10.1016/j.ijleo.2018.01.081
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