Department of Industrial Engineering and Engineering Management (R924), College of Engineering, National Tsing Hua University, No. 101, Sec. 2, Kuang-Fu Rd., Hsinchu City, 30013, Taiwan.
Sci Rep. 2022 Feb 8;12(1):2139. doi: 10.1038/s41598-022-05812-9.
The objective is to develop a system to automatically select the corresponding assessment scales and calculate the score of the risk based on the joint angle information obtained from the imaged process (OpenPose) via image-based motion capture technology. Current occupational assessments, for example, REBA, RULA, and OWAS were used to evaluate the risk of musculoskeletal disorders. However, the assessment result would not be reported immediately. Introducing real-time occupational assessments in different working environments will be helpful for occupational injury prevention. In this study, the decision tree was developed to select the most appropriate assessment method according to the joint angles derived by OpenPose image process. Fifteen operation videos were tested and these videos can be classified into six types including maintenance, handling, assembly, cleaning, office work, and driving. The selected ergonomic assessment method by our developed decision tree in each condition are consistent with the recommendation of the Labour Research Institute. Moreover, the high-risk posture could be identified immediately and provide to the inspector for further evaluation on this posture rather than the whole operation period. This approach provides a quick inspection of the operation movements to prevent musculoskeletal injuries and enhances the application of the scale assessment method in different industrial environments.
目的是开发一个系统,通过基于图像的运动捕捉技术,根据从成像过程(OpenPose)获得的关节角度信息,自动选择相应的评估量表并计算风险评分。目前的职业评估,例如 REBA、RULA 和 OWAS,用于评估肌肉骨骼疾病的风险。然而,评估结果不会立即报告。在不同的工作环境中引入实时职业评估将有助于预防职业伤害。在这项研究中,开发了决策树来根据 OpenPose 图像处理得出的关节角度选择最合适的评估方法。测试了十五个操作视频,这些视频可以分为六种类型,包括维护、搬运、装配、清洁、办公工作和驾驶。我们开发的决策树在每种情况下选择的人体工程学评估方法与劳工研究所的建议一致。此外,高风险姿势可以立即识别,并提供给检验员进一步评估该姿势,而不是整个操作周期。这种方法可以快速检查操作动作,以防止肌肉骨骼损伤,并增强量表评估方法在不同工业环境中的应用。