title: Prediction accuracy in estimating joint angle trajectories using a video posture coding method for sagittal lifting tasks.
abstract: This study investigated prediction accuracy of a video posture coding method for lifting joint trajectory estimation. From three filming angles, the coder selected four key snapshots, identified joint angles and then a prediction program estimated the joint trajectories over the course of a lift. Results revealed a limited range of differences of joint angles (elbow, shoulder, hip, knee, ankle) between the manual coding method and the electromagnetic motion tracking system approach. Lifting range significantly affected estimate accuracy for all joints and camcorder filming angle had a significant effect on all joints but the hip. Joint trajectory predictions were more accurate for knuckle-to-shoulder lifts than for floor-to-shoulder or floor-to-knuckle lifts with average root mean square errors (RMSE) of 8.65 degrees , 11.15 degrees and 11.93 degrees , respectively. Accuracy was also greater for the filming angles orthogonal to the participant's sagittal plane (RMSE = 9.97 degrees ) as compared to filming angles of 45 degrees (RMSE = 11.01 degrees ) or 135 degrees (10.71 degrees ). The effects of lifting speed and loading conditions were minimal. To further increase prediction accuracy, improved prediction algorithms and/or better posture matching methods should be investigated. STATEMENT OF RELEVANCE: Observation and classification of postures are common steps in risk assessment of manual materials handling tasks. The ability to accurately predict lifting patterns through video coding can provide ergonomists with greater resolution in characterising or assessing the lifting tasks than evaluation based solely on sampling with a single lifting posture event.
authors.affiliation: Liberty Mutual Research Institute for Safety, 71 Frankland Road, Hopkinton, MA 01748, USA. chien-chi.chang@libertymutual.com
authors.forename: Chien-Chi
authors.initials: CC
authors.lastname: Chang
authors.forename: Raymond W
authors.initials: RW
authors.lastname: McGorry
authors.forename: Jia-Hua
authors.initials: JH
authors.lastname: Lin
authors.forename: Xu
authors.initials: X
authors.lastname: Xu
authors.forename: Simon M
authors.initials: SM
authors.lastname: Hsiang
mesh_terms: D000328:Adult; D001696:Biomechanical Phenomena; D006801:Humans; D007596:Joints / Q000033:anatomy & histology*; D017770:Lifting; D008297:Male; D011187:Posture / Q000502:physiology*; D015203:Reproducibility of Results; D014741:Video Recording; D055815:Young Adult