An ontology-driven model for hospital equipment maintenance management: a case study

IF 17.7 1区 化学 Q1 CHEMISTRY, MULTIDISCIPLINARY Accounts of Chemical Research Pub Date : 2024-04-26 DOI:10.1108/jqme-10-2023-0097
Mawloud Titah, Mohammed Abdelghani Bouchaala
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Abstract

Purpose This paper aims to establish an efficient maintenance management system tailored for healthcare facilities, recognizing the crucial role of medical equipment in providing timely and precise patient care.Design/methodology/approach The system is designed to function both as an information portal and a decision-support system. A knowledge-based approach is adopted centered on Semantic Web Technologies (SWTs), leveraging a customized ontology model for healthcare facilities’ knowledge capitalization. Semantic Web Rule Language (SWRL) is integrated to address decision-support aspects, including equipment criticality assessment, maintenance strategies selection and contracting policies assignment. Additionally, Semantic Query-enhanced Web Rule Language (SQWRL) is incorporated to streamline the retrieval of decision-support outcomes and other useful information from the system’s knowledge base. A real-life case study conducted at the University Hospital Center of Oran (Algeria) illustrates the applicability and effectiveness of the proposed approach.Findings Case study results reveal that 40% of processed equipment is highly critical, 40% is of medium criticality, and 20% is of negligible criticality. The system demonstrates significant efficacy in determining optimal maintenance strategies and contracting policies for the equipment, leveraging combined knowledge and data-driven inference. Overall, SWTs showcases substantial potential in addressing maintenance management challenges within healthcare facilities.Originality/value An innovative model for healthcare equipment maintenance management is introduced, incorporating ontology, SWRL and SQWRL, and providing efficient data integration, coordinated workflows and data-driven context-aware decisions, while maintaining optimal flexibility and cross-departmental interoperability, which gives it substantial potential for further development.
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医院设备维护管理的本体驱动模型:案例研究
目的 本文旨在为医疗机构量身打造一个高效的维护管理系统,认识到医疗设备在提供及时、精确的病人护理方面的关键作用。该系统以语义网技术(SWT)为中心,采用基于知识的方法,利用定制的本体模型实现医疗保健设施的知识资本化。整合了语义网规则语言(SWRL),以解决决策支持方面的问题,包括设备临界度评估、维护策略选择和合同政策分配。此外,还集成了语义查询增强型网络规则语言(SQWRL),以简化决策支持结果和系统知识库中其他有用信息的检索。在奥兰大学医院中心(阿尔及利亚)进行的一项实际案例研究说明了所建议方法的适用性和有效性。案例研究结果表明,40% 的处理设备属于高度关键设备,40% 属于中等关键设备,20% 属于可忽略不计的关键设备。该系统利用综合知识和数据驱动推理,在确定设备的最佳维护策略和合同政策方面发挥了显著功效。总体而言,SWTs 在应对医疗保健设施内的维护管理挑战方面展示了巨大的潜力。 原创性/价值 介绍了一种用于医疗保健设备维护管理的创新模型,该模型结合了本体、SWRL 和 SQWRL,提供了高效的数据集成、协调的工作流程和数据驱动的情境感知决策,同时保持了最佳的灵活性和跨部门互操作性,这为其进一步发展提供了巨大的潜力。
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来源期刊
Accounts of Chemical Research
Accounts of Chemical Research 化学-化学综合
CiteScore
31.40
自引率
1.10%
发文量
312
审稿时长
2 months
期刊介绍: Accounts of Chemical Research presents short, concise and critical articles offering easy-to-read overviews of basic research and applications in all areas of chemistry and biochemistry. These short reviews focus on research from the author’s own laboratory and are designed to teach the reader about a research project. In addition, Accounts of Chemical Research publishes commentaries that give an informed opinion on a current research problem. Special Issues online are devoted to a single topic of unusual activity and significance. Accounts of Chemical Research replaces the traditional article abstract with an article "Conspectus." These entries synopsize the research affording the reader a closer look at the content and significance of an article. Through this provision of a more detailed description of the article contents, the Conspectus enhances the article's discoverability by search engines and the exposure for the research.
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