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Nazerian R, Korhan O, Shakeri E. A novel cost-effective postural tracking algorithm using marker-based video processing. INTERNATIONAL JOURNAL OF OCCUPATIONAL SAFETY AND ERGONOMICS 2021; 28:1882-1893. [PMID: 34114517 DOI: 10.1080/10803548.2021.1941650] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 10/21/2022]
Abstract
Recently, many postural analysis techniques have been developed in order to reduce the risk of musculoskeletal problems. Methods such as rapid entire body assessment are capable of analyzing the most constant or awkward positions, but the selection of these postures is subjective. To make an objective postural analysis, devices such as electromagnetic trackers can be used continuously during the job task, but utilizing such devices is costly. Therefore, in this study a cost-effective marker-based video processing algorithm is developed for measuring three-dimensional (3D) information regarding both the location and the orientation of human posture. To investigate the precision of the measurements, an experiment was designed. With the average of 2.88 mm and 1.34° for location and orientation, respectively, the algorithm was able to measure six degrees of freedom information regarding 3D space. Furthermore, the precision of the algorithm is found to be significantly affected by the marker pattern.
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Affiliation(s)
- Ramtin Nazerian
- Department of Industrial Engineering, Eastern Mediterranean University, Turkey
| | - Orhan Korhan
- Department of Industrial Engineering, Eastern Mediterranean University, Turkey
| | - Ehsan Shakeri
- Department of Industrial Engineering, Eastern Mediterranean University, Turkey
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Thamsuwan O, Galvin K, Tchong-French M, Aulck L, Boyle LN, Ching RP, McQuade KJ, Johnson PW. Comparisons of physical exposure between workers harvesting apples on mobile orchard platforms and ladders, part 2: Repetitive upper arm motions. APPLIED ERGONOMICS 2020; 89:103192. [PMID: 32738460 DOI: 10.1016/j.apergo.2020.103192] [Citation(s) in RCA: 3] [Impact Index Per Article: 0.8] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Subscribe] [Scholar Register] [Received: 03/04/2019] [Revised: 06/10/2020] [Accepted: 06/11/2020] [Indexed: 06/11/2023]
Abstract
Farmworkers are exposed to physical risk factors including repetitive motions. Existing ergonomic assessment methods are primarily laboratory-based and, thus, inappropriate for use in the field. This study presents an approach to characterize the repetitive motions of the upper arms based on direct measurement using accelerometers. Repetition rates were derived from upper arm inclination data and with video recordings in the field. This method was used to investigate whether harvesting with mobile platforms (teams harvesting apples from the platform and the ground) increased the farmworkers' exposure to upper arm repetitive motions compared to traditional harvesting using ladders. The ladder workers had higher repetitive motions (13.7 cycles per minute) compared to the platform and ground workers (11.7 and 12.2 cycles per minutes). The higher repetitions in the ladder workers were likely due to their ability to work independently and the additional arm movements associated with ladder climbing and walking.
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Affiliation(s)
- Ornwipa Thamsuwan
- Department of Industrial and Systems Engineering, University of Washington, Seattle, WA, USA.
| | - Kit Galvin
- Department of Environmental and Occupational Health Sciences, University of Washington, Seattle, WA, USA
| | - Maria Tchong-French
- Department of Environmental and Occupational Health Sciences, University of Washington, Seattle, WA, USA
| | - Lovenoor Aulck
- Information School, University of Washington, Seattle, WA, USA
| | - Linda Ng Boyle
- Department of Industrial and Systems Engineering, University of Washington, Seattle, WA, USA; Department of Civil and Environmental Engineering, University of Washington, Seattle, WA, USA
| | - Randal P Ching
- Department of Mechanical Engineering, University of Washington, Seattle, WA, USA
| | - Kevin J McQuade
- Department of Rehabilitation Medicine, University of Washington, Seattle, WA, USA
| | - Peter W Johnson
- Department of Environmental and Occupational Health Sciences, University of Washington, Seattle, WA, USA
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Heiden M, Zetterberg C, Mathiassen SE. Trunk and upper arm postures in paper mill work. APPLIED ERGONOMICS 2019; 76:90-96. [PMID: 30642529 DOI: 10.1016/j.apergo.2018.12.004] [Citation(s) in RCA: 9] [Impact Index Per Article: 1.8] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Subscribe] [Scholar Register] [Received: 05/02/2018] [Revised: 10/01/2018] [Accepted: 12/08/2018] [Indexed: 06/09/2023]
Abstract
The aim of this study was to assess postures and movements of the trunk and upper arm during paper mill work, and to determine the extent to which they differ depending on method of assessment. For each of 28 paper mill workers, postures and movements were assessed during three full shifts using inclinometer registration and observation from video. Summary metrics for each shift, e.g., 10th, 50th, and 90th posture percentile, were averaged across shifts and across workers. In addition, the standard deviation between workers, and the standard deviation between shifts within worker were computed. The results showed that trunk and arm postures during paper mill work were similar to other occupations involving manual materials handling, but the velocities of arm movements were lower. While postures determined by inclinometry and observation were similar on a group level, substantial differences were found between results obtained by the two methods for individual workers, particularly for extreme postures. Thus, measurements by either method on individuals or small groups should be interpreted with caution.
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Affiliation(s)
- Marina Heiden
- Centre for Musculoskeletal Research, Department of Occupational and Public Health Sciences, University of Gävle, SE-801 76, Gävle, Sweden.
| | - Camilla Zetterberg
- Centre for Musculoskeletal Research, Department of Occupational and Public Health Sciences, University of Gävle, SE-801 76, Gävle, Sweden.
| | - Svend Erik Mathiassen
- Centre for Musculoskeletal Research, Department of Occupational and Public Health Sciences, University of Gävle, SE-801 76, Gävle, Sweden.
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Robert-Lachaine X, Mecheri H, Larue C, Plamondon A. Accuracy and repeatability of single-pose calibration of inertial measurement units for whole-body motion analysis. Gait Posture 2017; 54:80-86. [PMID: 28279850 DOI: 10.1016/j.gaitpost.2017.02.029] [Citation(s) in RCA: 49] [Impact Index Per Article: 7.0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 06/10/2016] [Revised: 02/27/2017] [Accepted: 02/28/2017] [Indexed: 02/02/2023]
Abstract
Portable inertial measurement units (IMUs) are suitable for motion analysis outside the laboratory. However, IMUs depend on the calibration of each body segment to measure human movement. Different calibration approaches have been developed for simplicity of use or similarity to laboratory motion analysis, but they have not been extensively examined. The main objective of the study was to determine the accuracy and repeatability of two common single-pose calibrations (N-pose and T-pose) under different conditions of placement (self-placement and passive placement), as well as their similarity to laboratory analysis based on anatomical landmarks. A further aim of the study was to develop two additional single-pose calibrations (chair-pose and stool-pose) and determine their accuracy and repeatability. Postures and movements of 12 healthy participants were recorded simultaneously with a full-body IMU suit and an optoelectronic system as the criterion measure. Three repetitions of the T-pose and the N-pose were executed by self-placement and passive placement, and three repetitions of the chair-pose and stool-pose were also performed. Repeatability for each single-pose calibration showed an average intraclass correlation coefficient for all axes and joints between 0.90 and 0.94 and a standard error of measurement between 1.5° and 2.1°. The T-pose with passive placement is recommended to reduce longitudinal axis offset error and to increase similarity to laboratory motion analysis. Finally, the chair-pose obtained the least longitudinal axis offset error amongst the tested poses, which shows potential for IMU calibration.
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Affiliation(s)
- Xavier Robert-Lachaine
- Institut de Recherche Robert-Sauvé en Santé et en Sécurité du Travail, 505 Boul. Maisonneuve Ouest, H3A 3C2, Montréal, QC, Canada.
| | - Hakim Mecheri
- Institut de Recherche Robert-Sauvé en Santé et en Sécurité du Travail, 505 Boul. Maisonneuve Ouest, H3A 3C2, Montréal, QC, Canada
| | - Christian Larue
- Institut de Recherche Robert-Sauvé en Santé et en Sécurité du Travail, 505 Boul. Maisonneuve Ouest, H3A 3C2, Montréal, QC, Canada
| | - André Plamondon
- Institut de Recherche Robert-Sauvé en Santé et en Sécurité du Travail, 505 Boul. Maisonneuve Ouest, H3A 3C2, Montréal, QC, Canada
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Trask C, Mathiassen SE, Rostami M, Heiden M. Observer variability in posture assessment from video recordings: The effect of partly visible periods. APPLIED ERGONOMICS 2017; 60:275-281. [PMID: 28166886 DOI: 10.1016/j.apergo.2016.12.009] [Citation(s) in RCA: 3] [Impact Index Per Article: 0.4] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Subscribe] [Scholar Register] [Received: 02/29/2016] [Revised: 11/04/2016] [Accepted: 12/16/2016] [Indexed: 05/27/2023]
Abstract
Observers rank partly visible postures on video frames differently than fully visible postures, but it's not clear if this is due to differences in observer perception. This study investigated the effect of posture visibility on between-observer variability in assessments of trunk and arm posture. Trained observers assessed trunk and arm postures from video recordings of 84 pulp mill shifts using a work sampling approach; postures were also categorized as 'fully' or 'partly' visible. Between-worker, between-day, and between-observer variance components and corresponding confidence intervals were calculated. Although no consistent gradient was seen for the trunk, right upper arm posture showed smaller between-observer variance when all observers rated a posture as fully visible. This suggests that, partly-visible data, especially when observers disagree as to the level of visibility, introduces more between-observer variability when compared to fully visible data. Some previously-identified differences in daily posture summaries may be related to this phenomenon.
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Affiliation(s)
- Catherine Trask
- Centre for Musculoskeletal Research, Department of Occupational and Public Health Sciences, University of Gävle, SE - 801 76 Gävle, Sweden; Centre for Health and Safety in Agriculture, College of Medicine, University of Saskatchewan, 104 Clinic Place PO Box 23, Saskatoon, Saskatchewan, S7N 2Z4, Canada.
| | - Svend Erik Mathiassen
- Centre for Musculoskeletal Research, Department of Occupational and Public Health Sciences, University of Gävle, SE - 801 76 Gävle, Sweden.
| | - Mehdi Rostami
- Collaborative Biostatistics Program, School of Public Health, University of Saskatchewan, Health Sciences building, 107 Wiggins Road, Saskatoon, Saskatchewan, S7N 5E5, Canada.
| | - Marina Heiden
- Centre for Musculoskeletal Research, Department of Occupational and Public Health Sciences, University of Gävle, SE - 801 76 Gävle, Sweden.
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