Model-based digital twins of medicine dispensers for healthcare IoT applications

Hassan Sartaj, Shaukat Ali, Tao Yue, Kjetil Moberg
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Abstract

Healthcare applications with the Internet of Things (IoT) are often safety-critical, thus, require extensive testing. Such applications are often connected to smart medical devices from various vendors. System-level testing of such applications requires test infrastructures physically integrating medical devices, which is time and monetary-wise expensive. Moreover, applications continuously evolve, for example, introducing new devices and users and updating software. Nevertheless, a test infrastructure enabling testing with a few devices is insufficient for testing healthcare IoT systems, hence compromising their dependability. In this paper, we propose a model-based approach for the creation and operation of digital twins (DTs) of medicine dispensers as a replacement for physical devices to support the automated testing of IoT applications at scale. We evaluate our approach with an industrial IoT system with medicine dispensers in the context of Oslo City and its industrial partners, providing healthcare services to its residents. We study the fidelity of DTs in terms of their functional similarities with their physical counterparts: medicine dispensers. Results show that the DTs behave more than 92% similar to the physical medicine dispensers, providing a faithful replacement for the dispenser.
医疗物联网应用中基于模型的配药机数字双胞胎
使用物联网(IoT)的医疗保健应用通常对安全至关重要,因此需要进行大量测试。此类应用通常与不同供应商的智能医疗设备相连。对此类应用进行系统级测试需要测试基础设施物理集成医疗设备,耗时耗钱。此外,应用还在不断发展,例如引入新设备和用户以及更新软件。尽管如此,仅靠几个设备就能进行测试的测试基础设施仍不足以测试医疗物联网系统,从而影响其可靠性。在本文中,我们提出了一种基于模型的方法,用于创建和操作配药机的数字孪生(DT),以替代物理设备,支持大规模物联网应用的自动测试。我们以奥斯陆市及其为居民提供医疗保健服务的工业合作伙伴为背景,通过配药机工业物联网系统对我们的方法进行了评估。我们研究了 DT 在功能上与其物理对应物(配药机)的相似性方面的保真度。结果表明,DTs 的行为与物理配药机的相似度超过 92%,可以忠实地替代配药机。
本文章由计算机程序翻译,如有差异,请以英文原文为准。
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