A unified IoT architectural model for smart hospitals: enhancing interoperability, security, and efficiency through clinical information systems (CIS)

Abstract The integration of Internet of Things (IoT) technologies in healthcare has enabled the development of smart hospitals. However, fragmented infrastructures and inefficiencies but lacks concrete examples (e.g., legacy systems causing data silos). Existing architectures fail to unify Clinical...

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Main Authors: Fatemeh Yadegari, Abbas Asosheh
Format: Article
Language:English
Published: SpringerOpen 2025-06-01
Series:Journal of Big Data
Subjects:
Online Access:https://doi.org/10.1186/s40537-025-01197-4
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author Fatemeh Yadegari
Abbas Asosheh
author_facet Fatemeh Yadegari
Abbas Asosheh
author_sort Fatemeh Yadegari
collection DOAJ
description Abstract The integration of Internet of Things (IoT) technologies in healthcare has enabled the development of smart hospitals. However, fragmented infrastructures and inefficiencies but lacks concrete examples (e.g., legacy systems causing data silos). Existing architectures fail to unify Clinical Information Systems (CIS) with IoT workflows, creating inefficiencies in critical care. This paper proposes a unified IoT architectural model for a smart hospital centered on the Clinical Information System (CIS) to address these challenges. The architecture comprises five horizontal layers (perception, network, IoT gateway, knowledge, and application) and three vertical aspects (security, management, and cloud platforms). The Knowledge Layer integrates AI and big data analytics for predictive diagnostics and intelligent decision-making. The IoT Gateway Layer uses edge computing to reduce data latency compared to cloud-only systems. Security Framework is aligned with GDPR and EU health data policies (e.g., EHDS), ensuring secure interoperability. The architecture is evaluated using stakeholder-prioritized ATAM scenarios. It demonstrates improved interoperability, reduced unauthorized access, enhanced patient care, and lower costs. Future work focuses on real-world pilots and integration with emerging technologies to validate scalability and adaptability in diverse healthcare environments.
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spelling doaj-art-270b8d7c4ccb4ed087cd00cca816aa6a2025-08-20T02:06:27ZengSpringerOpenJournal of Big Data2196-11152025-06-0112112610.1186/s40537-025-01197-4A unified IoT architectural model for smart hospitals: enhancing interoperability, security, and efficiency through clinical information systems (CIS)Fatemeh Yadegari0Abbas Asosheh1Faculty of Medical Sciences, Tarbiat Modares UniversityDepartment of Medical Informatics, Faculty of Medical Sciences, Tarbiat Modares UniversityAbstract The integration of Internet of Things (IoT) technologies in healthcare has enabled the development of smart hospitals. However, fragmented infrastructures and inefficiencies but lacks concrete examples (e.g., legacy systems causing data silos). Existing architectures fail to unify Clinical Information Systems (CIS) with IoT workflows, creating inefficiencies in critical care. This paper proposes a unified IoT architectural model for a smart hospital centered on the Clinical Information System (CIS) to address these challenges. The architecture comprises five horizontal layers (perception, network, IoT gateway, knowledge, and application) and three vertical aspects (security, management, and cloud platforms). The Knowledge Layer integrates AI and big data analytics for predictive diagnostics and intelligent decision-making. The IoT Gateway Layer uses edge computing to reduce data latency compared to cloud-only systems. Security Framework is aligned with GDPR and EU health data policies (e.g., EHDS), ensuring secure interoperability. The architecture is evaluated using stakeholder-prioritized ATAM scenarios. It demonstrates improved interoperability, reduced unauthorized access, enhanced patient care, and lower costs. Future work focuses on real-world pilots and integration with emerging technologies to validate scalability and adaptability in diverse healthcare environments.https://doi.org/10.1186/s40537-025-01197-4Internet of Things (IoT)Interoperability smart hospitalsSecurity
spellingShingle Fatemeh Yadegari
Abbas Asosheh
A unified IoT architectural model for smart hospitals: enhancing interoperability, security, and efficiency through clinical information systems (CIS)
Journal of Big Data
Internet of Things (IoT)
Interoperability smart hospitals
Security
title A unified IoT architectural model for smart hospitals: enhancing interoperability, security, and efficiency through clinical information systems (CIS)
title_full A unified IoT architectural model for smart hospitals: enhancing interoperability, security, and efficiency through clinical information systems (CIS)
title_fullStr A unified IoT architectural model for smart hospitals: enhancing interoperability, security, and efficiency through clinical information systems (CIS)
title_full_unstemmed A unified IoT architectural model for smart hospitals: enhancing interoperability, security, and efficiency through clinical information systems (CIS)
title_short A unified IoT architectural model for smart hospitals: enhancing interoperability, security, and efficiency through clinical information systems (CIS)
title_sort unified iot architectural model for smart hospitals enhancing interoperability security and efficiency through clinical information systems cis
topic Internet of Things (IoT)
Interoperability smart hospitals
Security
url https://doi.org/10.1186/s40537-025-01197-4
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