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使用 OpenPose 和 REBA 评估老年人从厨房家具中取物的功能能力。

Evaluating functional ability in older adults' object retrieval behavior from kitchen furniture using OpenPose and REBA.

机构信息

College of Furnishings and Industrial Design, Nanjing Forestry University, Nanjing, 210037, Jiangsu, China.

Jiangsu Co-Innovation Center of Efficient Processing and Utilization of Forest Resources, Nanjing, 210037, Jiangsu, China.

出版信息

Sci Rep. 2024 Oct 26;14(1):25560. doi: 10.1038/s41598-024-75470-6.

Abstract

The purpose of this study is to evaluate, through analysis, the ability of older persons to retrieve items from kitchen cabinets. To achieve this goal, data were collected from 128 valid questionnaires and supplemented with field research and user interviews. The study revealed that the elderly's behavior in retrieving items from kitchen spaces is characterized by both high frequency and difficulty. For this experiment, a total of 42 participants, comprising 21 males and 21 females from the self-care elderly population in the Yangtze River Delta region, were recruited. Two different experimental settings were arranged: one with kitchen utensils arranged in a straight line and another with a purpose-made chest of drawers with varying heights. Video recordings using the Logitech C930C were utilized to capture the gestures and behaviors of the elderly while retrieving objects from the kitchen cupboards (cabinets). By employing a combination of the OpenPose model and the Rapid Entire Body Assessment (REBA) method, which involves calculating human posture angles, REBA scores, and determining the risk level of Work-Related Musculoskeletal Disorders (WMSDs), a risk assessment framework for manual operations associated with WMSDs was developed. Using the angle data acquired from the user operation experiment as parameters, a gradient model of the elderly user's operational capability was established. The findings indicated a significant impact of neck, trunk, and knee movements on the subjects (P < 0.001). The participants were able to distinguish between different levels of exertion, categorizing movements as 'easy', 'moderate,' or 'strenuous.' These results form the basis for a comfort gradient model for leaning over and retrieving items. Given the prevalent conditions of bone and joint degeneration and osteoporosis among the elderly population, it is evident that they face challenges when accessing items in the kitchen. Therefore, investigating the elderly's execution abilities during the retrieval process becomes crucial. Understanding how different cabinet heights impact the joint angles of the elderly can be instrumental in optimizing cabinet designs for elderly users, thereby reducing their physical exertion in the kitchen and enhancing their comfort levels. This research holds significant value in improving the quality of life for the elderly population at home and fostering the advancement of elderly-friendly design principles.

摘要

本研究旨在通过分析评估老年人从厨房柜子中取出物品的能力。为了实现这一目标,我们从 128 份有效问卷中收集了数据,并辅以现场研究和用户访谈。研究表明,老年人从厨房空间取物的行为具有高频性和高难度性。为此实验,我们共招募了来自长三角地区自理老年人的 42 名参与者,其中男性 21 名,女性 21 名。我们安排了两种不同的实验设置:一种是将厨房用具排成直线,另一种是使用特制的高度不同的抽屉柜。实验使用 Logitech C930C 进行视频录制,以捕捉老年人从厨房柜子(橱柜)中取物时的手势和行为。我们结合了 OpenPose 模型和 Rapid Entire Body Assessment(REBA)方法,计算人体姿势角度、REBA 得分,并确定与工作相关的肌肉骨骼疾病(WMSD)相关的手动操作风险水平,从而为与 WMSD 相关的手动操作开发了一个风险评估框架。使用用户操作实验获得的角度数据作为参数,建立了老年人用户操作能力的梯度模型。研究结果表明,颈部、躯干和膝盖运动对受试者有显著影响(P<0.001)。参与者能够区分不同的用力水平,将运动分为“轻松”、“中等”或“困难”。这些结果为俯身取物的舒适梯度模型奠定了基础。鉴于老年人普遍存在骨关节炎和骨质疏松症,他们在厨房取物时会面临挑战。因此,研究老年人在取物过程中的执行能力至关重要。了解不同柜子高度对老年人关节角度的影响,可以帮助优化老年用户的柜子设计,从而减少他们在厨房的体力消耗,提高他们的舒适度。这项研究对于提高国内老年人的生活质量和促进老年友好型设计原则的发展具有重要意义。

https://cdn.ncbi.nlm.nih.gov/pmc/blobs/5b81/11513087/965ad8dded32/41598_2024_75470_Fig1_HTML.jpg

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