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利用智能纺织系统对职业体力搬运任务进行分类:基于实验室模拟的证据。

Using a smart textile system for classifying occupational manual material handling tasks: evidence from lab-based simulations.

机构信息

a Department of Mechanical Engineering , The University of Michigan , Ann Arbor , MI , USA.

b Department of Industrial and Systems Engineering , Virginia Tech University , Blacksburg , VA , USA.

出版信息

Ergonomics. 2019 Jun;62(6):823-833. doi: 10.1080/00140139.2019.1578419. Epub 2019 Mar 5.

Abstract

Physical monitoring systems represent potentially powerful assessment devices to detect and describe occupational physical activities. A promising technology for such use is smart textile systems (STSs). Our goal in this exploratory study was to assess the feasibility and accuracy of using two STSs to classify several manual material handling (MMH) tasks. Specifically, commercially-available 'smart' socks and a custom 'smart' shirt were used individually and in combination. Eleven participants simulated nine separate MMH tasks while wearing the STSs, and task classification accuracy was quantified subsequently using several common models. The shirt and socks, both individually and in combination, could classify the simulated tasks with greater than 97% accuracy. Thus, using STSs appears to have potential utility for discriminating occupational physical tasks in the work environment. A smart textile system could classify diverse MMH tasks with high accuracy. This technology may help in developing future ergonomic exposure assessment systems, with the goal of preventing occupational injuries.

摘要

物理监测系统是一种潜在的强大评估工具,可用于检测和描述职业体力活动。智能纺织品系统(STS)是一种很有前途的技术。在这项探索性研究中,我们的目标是评估使用两种 STS 来对几种手动物料搬运(MMH)任务进行分类的可行性和准确性。具体来说,我们分别使用了市售的“智能”袜子和定制的“智能”衬衫,并将它们组合使用。11 名参与者在穿戴 STS 的情况下模拟了 9 种不同的 MMH 任务,随后使用几种常见模型来量化任务分类的准确性。衬衫和袜子单独使用和组合使用时,都能以超过 97%的准确率对模拟任务进行分类。因此,使用 STS 似乎有可能在工作环境中区分职业体力任务。智能纺织品系统可以高精度地对不同的 MMH 任务进行分类。这项技术可能有助于开发未来的人机工程学暴露评估系统,以预防职业伤害。

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