Head-and-face shape variations of U.S. civilian workers

The objective of this study was to quantify head-and-face shape variations of U.S. civilian workers using modern methods of shape analysis. The purpose of this study was based on previously highlighted changes in U.S. civilian worker head-and-face shape over the last few decades – touting the need f...

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Published inApplied ergonomics Vol. 44; no. 5; pp. 775 - 784
Main Authors Zhuang, Ziqing, Shu, Chang, Xi, Pengcheng, Bergman, Michael, Joseph, Michael
Format Journal Article
LanguageEnglish
Published Kidlington Elsevier Ltd 01.09.2013
Elsevier
Elsevier Science Ltd
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Abstract The objective of this study was to quantify head-and-face shape variations of U.S. civilian workers using modern methods of shape analysis. The purpose of this study was based on previously highlighted changes in U.S. civilian worker head-and-face shape over the last few decades – touting the need for new and better fitting respirators – as well as the study's usefulness in designing more effective personal protective equipment (PPE) – specifically in the field of respirator design. The raw scan three-dimensional (3D) data for 1169 subjects were parameterized using geometry processing techniques. This process allowed the individual scans to be put in correspondence with each other in such a way that statistical shape analysis could be performed on a dense set of 3D points. This process also cleaned up the original scan data such that the noise was reduced and holes were filled in. The next step, statistical analysis of the variability of the head-and-face shape in the 3D database, was conducted using Principal Component Analysis (PCA) techniques. Through these analyses, it was shown that the space of the head-and-face shape was spanned by a small number of basis vectors. Less than 50 components explained more than 90% of the variability. Furthermore, the main mode of variations could be visualized through animating the shape changes along the PCA axes with computer software in executable form for Windows XP. The results from this study in turn could feed back into respirator design to achieve safer, more efficient product style and sizing. Future study is needed to determine the overall utility of the point cloud-based approach for the quantification of facial morphology variation and its relationship to respirator performance. ► The first 33 PCs account for more than 90% of face-shape variation. ► The space of the head-and-face shape is spanned by a small number of basis vectors. ► 3D images can be used to further respirator design, achieving safer product styles and sizing. ► Point cloud analysis of 3D head scan data can reveal detailed shape variation among populations. ► New Shape Analyzer Software with ability to create virtually any head-and-face size and shape.
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The objective of this study was to quantify head-and-face shape variations of U.S. civilian workers using modern methods of shape analysis. The purpose of this study was based on previously highlighted changes in U.S. civilian worker head-and-face shape over the last few decades - touting the need for new and better fitting respirators - as well as the study's usefulness in designing more effective personal protective equipment (PPE) - specifically in the field of respirator design. The raw scan three-dimensional (3D) data for 1169 subjects were parameterized using geometry processing techniques. This process allowed the individual scans to be put in correspondence with each other in such a way that statistical shape analysis could be performed on a dense set of 3D points. This process also cleaned up the original scan data such that the noise was reduced and holes were filled in. The next step, statistical analysis of the variability of the head-and-face shape in the 3D database, was conducted using Principal Component Analysis (PCA) techniques. Through these analyses, it was shown that the space of the head-and-face shape was spanned by a small number of basis vectors. Less than 50 components explained more than 90% of the variability. Furthermore, the main mode of variations could be visualized through animating the shape changes along the PCA axes with computer software in executable form for Windows XP. The results from this study in turn could feed back into respirator design to achieve safer, more efficient product style and sizing. Future study is needed to determine the overall utility of the point cloud-based approach for the quantification of facial morphology variation and its relationship to respirator performance.The objective of this study was to quantify head-and-face shape variations of U.S. civilian workers using modern methods of shape analysis. The purpose of this study was based on previously highlighted changes in U.S. civilian worker head-and-face shape over the last few decades - touting the need for new and better fitting respirators - as well as the study's usefulness in designing more effective personal protective equipment (PPE) - specifically in the field of respirator design. The raw scan three-dimensional (3D) data for 1169 subjects were parameterized using geometry processing techniques. This process allowed the individual scans to be put in correspondence with each other in such a way that statistical shape analysis could be performed on a dense set of 3D points. This process also cleaned up the original scan data such that the noise was reduced and holes were filled in. The next step, statistical analysis of the variability of the head-and-face shape in the 3D database, was conducted using Principal Component Analysis (PCA) techniques. Through these analyses, it was shown that the space of the head-and-face shape was spanned by a small number of basis vectors. Less than 50 components explained more than 90% of the variability. Furthermore, the main mode of variations could be visualized through animating the shape changes along the PCA axes with computer software in executable form for Windows XP. The results from this study in turn could feed back into respirator design to achieve safer, more efficient product style and sizing. Future study is needed to determine the overall utility of the point cloud-based approach for the quantification of facial morphology variation and its relationship to respirator performance.
The objective of this study was to quantify head-and-face shape variations of U.S. civilian workers using modern methods of shape analysis. The purpose of this study was based on previously highlighted changes in U.S. civilian worker head-and-face shape over the last few decades – touting the need for new and better fitting respirators – as well as the study's usefulness in designing more effective personal protective equipment (PPE) – specifically in the field of respirator design. The raw scan three-dimensional (3D) data for 1169 subjects were parameterized using geometry processing techniques. This process allowed the individual scans to be put in correspondence with each other in such a way that statistical shape analysis could be performed on a dense set of 3D points. This process also cleaned up the original scan data such that the noise was reduced and holes were filled in. The next step, statistical analysis of the variability of the head-and-face shape in the 3D database, was conducted using Principal Component Analysis (PCA) techniques. Through these analyses, it was shown that the space of the head-and-face shape was spanned by a small number of basis vectors. Less than 50 components explained more than 90% of the variability. Furthermore, the main mode of variations could be visualized through animating the shape changes along the PCA axes with computer software in executable form for Windows XP. The results from this study in turn could feed back into respirator design to achieve safer, more efficient product style and sizing. Future study is needed to determine the overall utility of the point cloud-based approach for the quantification of facial morphology variation and its relationship to respirator performance. ► The first 33 PCs account for more than 90% of face-shape variation. ► The space of the head-and-face shape is spanned by a small number of basis vectors. ► 3D images can be used to further respirator design, achieving safer product styles and sizing. ► Point cloud analysis of 3D head scan data can reveal detailed shape variation among populations. ► New Shape Analyzer Software with ability to create virtually any head-and-face size and shape.
The objective of this study was to quantify head-and-face shape variations of U.S. civilian workers using modern methods of shape analysis. The purpose of this study was based on previously highlighted changes in U.S. civilian worker head-and-face shape over the last few decades -- touting the need for new and better fitting respirators -- as well as the study's usefulness in designing more effective personal protective equipment (PPE) -- specifically in the field of respirator design. The raw scan three-dimensional (3D) data for 1169 subjects were parameterized using geometry processing techniques. This process allowed the individual scans to be put in correspondence with each other in such a way that statistical shape analysis could be performed on a dense set of 3D points. This process also cleaned up the original scan data such that the noise was reduced and holes were filled in. The next step, statistical analysis of the variability of the head-and-face shape in the 3D database, was conducted using Principal Component Analysis (PCA) techniques. Through these analyses, it was shown that the space of the head-and-face shape was spanned by a small number of basis vectors. Less than 50 components explained more than 90% of the variability. Furthermore, the main mode of variations could be visualized through animating the shape changes along the PCA axes with computer software in executable form for Windows XP. The results from this study in turn could feed back into respirator design to achieve safer, more efficient product style and sizing. Future study is needed to determine the overall utility of the point cloud-based approach for the quantification of facial morphology variation and its relationship to respirator performance. [PUBLICATION ABSTRACT]
The objective of this study was to quantify head-and-face shape variations of U.S. civilian workers using modern methods of shape analysis. The purpose of this study was based on previously highlighted changes in U.S. civilian worker head-and-face shape over the last few decades – touting the need for new and better fitting respirators – as well as the study's usefulness in designing more effective personal protective equipment (PPE) – specifically in the field of respirator design. The raw scan three-dimensional (3D) data for 1169 subjects were parameterized using geometry processing techniques. This process allowed the individual scans to be put in correspondence with each other in such a way that statistical shape analysis could be performed on a dense set of 3D points. This process also cleaned up the original scan data such that the noise was reduced and holes were filled in. The next step, statistical analysis of the variability of the head-and-face shape in the 3D database, was conducted using Principal Component Analysis (PCA) techniques. Through these analyses, it was shown that the space of the head-and-face shape was spanned by a small number of basis vectors. Less than 50 components explained more than 90% of the variability. Furthermore, the main mode of variations could be visualized through animating the shape changes along the PCA axes with computer software in executable form for Windows XP. The results from this study in turn could feed back into respirator design to achieve safer, more efficient product style and sizing. Future study is needed to determine the overall utility of the point cloud-based approach for the quantification of facial morphology variation and its relationship to respirator performance.
Author Zhuang, Ziqing
Joseph, Michael
Bergman, Michael
Shu, Chang
Xi, Pengcheng
AuthorAffiliation a National Institute for Occupational Safety and Health, National Personal Protective Technology Laboratory, Bruceton Research Facility, P.O. Box 18070, 626 Cochrans Mill Road, Pittsburgh, PA 15236, USA
b National Research Council of Canada, Institute for Information Technology, Ottawa, ON, Canada K1A 0R6
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  fullname: Shu, Chang
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  givenname: Michael
  surname: Bergman
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  organization: National Institute for Occupational Safety and Health, National Personal Protective Technology Laboratory, Bruceton Research Facility, P.O. Box 18070, 626 Cochrans Mill Road, Pittsburgh, PA 15236, USA
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Issue 5
Keywords Shape analysis
3D scan
Respirator design
Head-and-face modeling
Anthropometric
Human
Head
Anthropometry
Variations
Modeling
Protective mask
Ergonomics
Worker
Face
Language English
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Snippet The objective of this study was to quantify head-and-face shape variations of U.S. civilian workers using modern methods of shape analysis. The purpose of this...
NRC publication: Yes
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SubjectTerms 3-D technology
3D scan
Adolescent
Adult
Aged
Anatomic Variation
Anthropometric
Biological and medical sciences
Black or African American
Cephalometry - methods
Cephalometry - statistics & numerical data
Civilians
Computer Graphics
Computer Simulation
Computer-Aided Design
Equipment Design
Ergonomics. Workplace layout
Ergonomics. Workplace layout. Occupational psychology
Face - anatomy & histology
Feedback
Female
Head - anatomy & histology
Head-and-face modeling
Hispanic or Latino
Humans
Image Processing, Computer-Assisted - methods
Image Processing, Computer-Assisted - statistics & numerical data
Imaging, Three-Dimensional - methods
Imaging, Three-Dimensional - statistics & numerical data
Male
Medical sciences
Middle Aged
Models, Anatomic
Morphology
Occupational Health
Occupational medicine
Personal protective equipment
Principal Component Analysis
Principal components analysis
Protective equipment
Public health. Hygiene-occupational medicine
Respirator design
Respirators
Respiratory Protective Devices
Shape analysis
Software
Statistical analysis
United States
White People
Young Adult
Title Head-and-face shape variations of U.S. civilian workers
URI https://dx.doi.org/10.1016/j.apergo.2013.01.008
https://www.ncbi.nlm.nih.gov/pubmed/23399025
https://www.proquest.com/docview/1371573603
https://www.proquest.com/docview/1367505208
https://pubmed.ncbi.nlm.nih.gov/PMC4747038
Volume 44
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