Instrumented Ergonomic Risk Assessment Using Wearable Inertial Measurement Units: Impact of Joint Angle Convention

被引:33
作者
Humadi, Ahmed [1 ]
Nazarahari, Milad [1 ]
Ahmad, Rafiq [1 ]
Rouhani, Hossein [1 ]
机构
[1] Univ Alberta, Dept Mech Engn, Edmonton, AB T6G 1H9, Canada
关键词
Task analysis; Three-dimensional displays; Two dimensional displays; Biomedical monitoring; Kinematics; Cameras; Risk management; Ergonomic risk assessment; inertial measurement unit; material handling tasks; RULA; work-related musculoskeletal disorders; ISB RECOMMENDATION; COORDINATE SYSTEM; SENSORS; MOTION; EXPOSURE; KINECT; DEFINITIONS; CALIBRATION; VALIDATION; SHOULDER;
D O I
10.1109/ACCESS.2020.3048645
中图分类号
TP [自动化技术、计算机技术];
学科分类号
0812 ;
摘要
The Rapid Upper Limb Assessment (RULA) is frequently used to monitor body posture for early risk prevention of work-related musculoskeletal disorders. However, RULA measurements that are based on workers' self-report or external rater observation suffer from low repeatability. Thus, the objective of this study was to investigate the accuracy and repeatability of an inertial measurement unit (IMU) system for in-field RULA score assessment during manual material handling tasks using 3D Cardan angles and 2D projection angles against reference values obtained by a motion-capture camera system. The experimental results showed that for trunk and neck joint angles, the 2D convention had significantly (p < 0.05) smaller root-mean-square error (RMSE), while for other upper-body angles, the convention with significantly smaller RMSE depended on the angle under analysis. Also, the 3D convention showed a "moderate" agreement with the reference system, while the 2D convention showed a "substantial" agreement for two tasks and a "moderate" agreement for one task. Moreover, the intraclass correlation coefficients ranged from 0.82 to 0.94 for the 3D convention and 0.87 to 0.95 for the 2D convention for repeated trials performed by each participant. Therefore, the wearable IMU system, along with the 2D convention, could be considered as an accurate and repeatable ergonomic risk assessment tool.
引用
收藏
页码:7293 / 7305
页数:13
相关论文
共 50 条
[31]   Wireless Epidermal Six-Axis Inertial Measurement Units for Real-Time Joint Angle Estimation [J].
Lee, Jae Keun ;
Han, Seung Ju ;
Kim, Kangil ;
Kim, Yoon Hyuk ;
Lee, Sangmin .
APPLIED SCIENCES-BASEL, 2020, 10 (07)
[32]   A functional calibration protocol for ankle plantar-dorsiflexion estimate using magnetic and inertial measurement units: Repeatability and reliability assessment [J].
Mascia, Guido ;
Brasiliano, Paolo ;
Di Feo, Paolo ;
Cereatti, Andrea ;
Camomilla, Valentina .
JOURNAL OF BIOMECHANICS, 2022, 141
[33]   Measurement of Hand Joint Angle Using Inertial-Based Motion Capture System [J].
Lu, Chenghong ;
Dai, Zeyang ;
Jing, Lei .
IEEE TRANSACTIONS ON INSTRUMENTATION AND MEASUREMENT, 2023, 72
[34]   Volleyball Skill Assessment Using a Single Wearable Micro Inertial Measurement Unit at Wrist [J].
Wang, Yufan ;
Zhao, Yuliang ;
Chan, Rosa H. M. ;
Li, Wen J. .
IEEE ACCESS, 2018, 6 :13758-13765
[35]   Estimation of the spinal twisting angle using inertial measurement units during a rod derotation surgery in idiopathic scoliosis patients [J].
Heo, Hyun Mu ;
Oh, Seung Eel ;
Suh, Seung Woo ;
Yang, Jae Hyuk ;
Youn, Su Hyun ;
Sim, Taeyong ;
Mun, Joung Hwan .
JOURNAL OF APPLIED BIOMEDICINE, 2015, 13 (02) :143-159
[36]   Drift-Free Joint Angle Calculation Using Inertial Measurement Units without Magnetometers: An Exploration of Sensor Fusion Methods for the Elbow and Wrist [J].
Chen, Howard ;
Schall Jr, Mark C. ;
Martin, Scott M. ;
Fethke, Nathan B. .
SENSORS, 2023, 23 (16)
[37]   Using inertial measurement units to estimate spine joint kinematics and kinetics during walking and running [J].
Sibson, Benjamin E. ;
Banks, Jacob J. ;
Yawar, Ali ;
Yegian, Andrew K. ;
Anderson, Dennis E. ;
Lieberman, Daniel E. .
SCIENTIFIC REPORTS, 2024, 14 (01)
[38]   Estimation and Validation of Knee Joint Kinematic Parameters Using Inertial Measurement Unit Sensors in a Wearable Device [J].
Verma, Dhirendra Kumar ;
Kumari, Poonam ;
Kanagaraj, Subramani .
JOURNAL OF MEDICAL DEVICES-TRANSACTIONS OF THE ASME, 2025, 19 (02)
[39]   A Novel Gait Event Detection Algorithm Using a Thigh-Worn Inertial Measurement Unit and Joint Angle Information [J].
Strick, Jacob A. ;
Farris, Ryan J. ;
Sawicki, Jerzy T. .
JOURNAL OF BIOMECHANICAL ENGINEERING-TRANSACTIONS OF THE ASME, 2024, 146 (04)
[40]   Toward Real-Time Automated Detection of Turns during Gait Using Wearable Inertial Measurement Units [J].
Novak, Domen ;
Gorsic, Maja ;
Podobnik, Janez ;
Munih, Marko .
SENSORS, 2014, 14 (10) :18800-18822