Towards a User-specific Ergonomics-based Approach for an Activity Assessment Tool

被引:5
作者
Martins, Diogo [1 ]
Cerqueira, Sara M. [1 ]
Vieira, Tiago P. [2 ]
Pombeiro, Ana [3 ]
Santos, Cristina P. [1 ]
机构
[1] Univ Minho, LABBELS Associate Lab, Ctr MicroElectroMech Syst, Guimaraes, Portugal
[2] Terapias Partilhadas, Guimaraes, Portugal
[3] Robert Bosch GmbH, Guimaraes, Portugal
来源
2023 IEEE INTERNATIONAL CONFERENCE ON AUTONOMOUS ROBOT SYSTEMS AND COMPETITIONS, ICARSC | 2023年
关键词
user-specific ergonomic risk assessment; posture monitoring; posture classification; WRMSDs; MUSCULOSKELETAL DISORDERS; RISK-FACTORS; WORK; IMPACT;
D O I
10.1109/ICARSC58346.2023.10129578
中图分类号
TP [自动化技术、计算机技术];
学科分类号
0812 ;
摘要
Work-related musculoskeletal disorders (WRMSDs) are the most reported work-related health problem in European Union. These are multifactorial disorders, influenced not only by sustained or repeated awkward postures but also by each worker's individual and psychosocial context. Thus, it becomes crucial to quantify and automatize risk assessment, in an attempt to prevent and reduce WRMSD. This work presents the design of a solution for a user-specific assessment based on ergonomics for posture correction through an intuitive haptic feedback strategy to increase posture self-awareness and guide the user into a more neutral posture. The user's angular configurations are continuously evaluated with a risk score, based on an ergonomic method, and then associated with the postures where those risks occurred. Posture is intended to be predicted by a deep learning model. Moreover, a joint kinematic wear index is used to carry out a cumulative assessment, taking into account the past postures' scores. Inertial data from three individuals was collected and analyzed to perform movement analysis and define the ground truth of the recognition model. The resulting kinematic parameters' ranges are presented. An offline risk assessment was also conducted, showing the potential of the cumulative approach for a more complete and meaningful evaluation.
引用
收藏
页码:220 / 225
页数:6
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