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将可穿戴传感器和机器学习集成用于检测工业工人中的关键事件。

Integrating Wearable Sensors and Machine Learning for the Detection of Critical Events in Industry Workers.

机构信息

Bioinformatics and Human Electrophysiology Laboratory, Department of Informatics, Ionian University, Corfu, Greece.

Senseworks LTD, Athens, Greece.

出版信息

Adv Exp Med Biol. 2023;1424:213-222. doi: 10.1007/978-3-031-31982-2_23.

Abstract

The event where an industry worker experiences some sort of critical health problems on site, due to factors not strictly related to the job, poses a serious concern and is an issue of research. These events can be mitigated almost entirely if the workers' health is being monitored in real time by an occupational physician along with an artificial intelligence system that can foresee a health incident and act fast and efficiently. For this reason, we developed a framework of devices, systems, and algorithms which help the industry workers along with the industries to monitor such events and, if possible, minimize them. The aforementioned framework performs seamlessly and autonomously and creates a system where the health of the industry workers is being monitored in real time. In the proposed solution, the worker would wear a wrist sensor in the form of a smartwatch as well as a blood pressure device on the ear. These sensors can communicate directly with a cloud storage system to store sensor data, and then real-time data analysis can be performed. Subsequently, all results can be displayed in an interface operated by an occupational physician, and in case of a health issue event, the doctor and the worker will be notified.

摘要

当一名产业工人因工作以外的因素在现场遭遇某种严重健康问题时,这是一个令人严重关切的事件,也是一个值得研究的问题。如果工人的健康能由一名职业医生和一个人工智能系统实时监测,这些事件几乎可以完全避免,因为该系统可以预测健康事件并快速有效地采取行动。出于这个原因,我们开发了一个设备、系统和算法框架,帮助产业工人和产业监测这些事件,并尽可能减少这些事件。上述框架能够无缝且自主地运行,创建一个实时监测产业工人健康状况的系统。在提出的解决方案中,工人将佩戴一个带有血压监测器的智能手表形式的腕部传感器。这些传感器可以直接与云存储系统通信,以存储传感器数据,然后可以执行实时数据分析。随后,所有结果都可以在一个由职业医生操作的界面上显示,如果出现健康问题事件,医生和工人将收到通知。

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