A Clustering-based Approach for Maintenance Prioritization of Medical Devices in a New Hospital

Hülya Güçdemir, M. A. Ilgin
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Abstract

Medical devices are fundamental to preventing, diagnosing and treating disease and high availability of them is vital for the uninterrupted operation of a hospital. That is why hospitals should plan and carry out maintenance activities to keep their medical devices in a healthy operating condition. The effectiveness of these activities can be increased by determining the maintenance priorities of devices. On the other hand, setting individual priority to each device becomes complicated when a hospital has hundreds of medical devices. In this concern, grouping medical devices and determining group-based maintenance priorities will be more advantageous for maintenance planning. In this study, a novel approach is proposed for the maintenance prioritization of medical devices in a new hospital. In the proposed approach, first prioritization attributes are defined and weighted using analytical hierarchy process (AHP). Then, medical devices are grouped based on the predetermined attributes by using data clustering. Finally, maintenance priorities of medical device clusters are determined based on weighted sum of cluster centers.
基于聚类的新医院医疗器械维修优先级排序方法
医疗设备是预防、诊断和治疗疾病的基础,医疗设备的高可用性对医院的不间断运营至关重要。这就是为什么医院应该计划和开展维护活动,以保持其医疗器械处于健康的运行状态。通过确定设备的维护优先级,可以提高这些活动的有效性。另一方面,当医院拥有数百台医疗设备时,为每个设备设置单独的优先级变得复杂。在这种情况下,将医疗设备分组并确定基于组的维护优先级将更有利于维护计划。在本研究中,提出了一种新的方法来确定新医院医疗设备的维护优先级。在该方法中,首先定义优先级属性并使用层次分析法(AHP)进行加权。然后,采用数据聚类的方法,根据预定属性对医疗器械进行分组。最后,根据聚类中心的加权和确定医疗器械聚类的维护优先级。
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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