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An loT architecture for preventive maintenance of medical devices in healthcare organizations

机译:医疗机构中医疗设备预防性维护的宽度架构

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摘要

In recent years, hospitals have spent a significant amount on technologically advanced medical equipment to ensure not only the accuracy and reliability of medical devices, but also the required level of performance. Although medical devices have been revolutionized thanks to technology advancements, outdated maintenance strategies are still used in healthcare systems and services. Also, maintenance plans must often be developed for a mixture of advanced and obsolete technologies being used in medical devices. Therefore, most healthcare organizations have been facing the challenge of detecting equipment-related risks that would have been alleviated if effective integrity monitoring mechanisms were in place. Additionally, continuously growing volumes of large data streams, collected from sensors and actuators embedded into network-enabled sensors and microprocessors of medical equipment, require a scalable platform architecture to support the necessary storage and real-time processing of the data for device monitoring and maintenance. This paper investigates the issue of maintaining medical devices through an Internet-of-Things (IoT)-enabled autonomous integrity monitoring mechanism for those devices generating large-scale real-time data in healthcare organizations. The proposed architecture that includes an integrity monitoring framework and a data analytics module ensures the complete visibility into medical devices and provides a facility to predict possible failures before happening.
机译:近年来,医院在技术先进的医疗设备上花了很多金额,不仅可以确保医疗器械的准确性和可靠性,而且还要确保所需的性能水平。虽然医疗设备由于技术进步而彻底改变,但是过时的维护策略仍然用于医疗保健系统和服务。此外,通常必须为维护计划制定用于医疗设备中使用的先进和过时技术的混合物。因此,大多数医疗组织一直在面临检测有关的设备相关风险的挑战,如果有效的完整性监测机制到位。此外,从传感器和执行器中嵌入到支持网络传感器和医疗设备的微处理器的传感器和执行器中,连续生长的大数据流卷需要可扩展的平台架构,以支持设备监控和维护数据的必要存储和实时处理。本文通过互联网(IOT)的自主完整性监测机制来调查维护医疗器械的问题,为那些在医疗组织中生成大规模实时数据的设备。包括完整性监控框架和数据分析模块的所提出的架构可确保对医疗设备的完全可见性,并提供预测发生前可能失败的设施。

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