MetamEnTh: An Object-Oriented Metamodel for IoT Systems in Buildings

IF 8.9 1区 计算机科学 Q1 COMPUTER SCIENCE, INFORMATION SYSTEMS IEEE Internet of Things Journal Pub Date : 2024-03-05 DOI:10.1109/JIOT.2024.3373330
Peter Yefi;Ramanunni Parakkal Menon;Ursula Eicker;Yann-Gaël Guéhéneuc
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Abstract

Buildings consist of systems that have to interact and coordinate with various systems to function smoothly. It is essential to have models and representations of buildings in forms that are easy to read for effective simulation, control, and optimization of building systems. It is also necessary for integrating and creating novel applications and functions. A building energy management system (BEMS) is a common feature of most commercial buildings. It contains models of some aspects of the building and its systems. However, these models in the BEMSs do not entirely model all systems and subsystems and their relationships because their primary function is to control heating, ventilation, air-conditioning (HVAC), and lighting. Project Haystack and Brick have made significant progress in modeling buildings for operational purposes by adopting a metadata approach. They offer machine and human-readable representations of buildings, systems, and their relationships. However, tags and tagsets in the metadata approach have some limitations that stem from a weak structure in defining entities, their properties, and relationships. In this study, we identify seven problems with the metadata approach to modeling buildings and address these problems with an object-oriented metamodel: Metamodel for energy things (MetamEnTh). Using an object-oriented modeling technique to establish structure and constraints, MetamEnTh produces a model that portrays a building and its systems. MetamEnTh adheres to the same naming convention of entities as other projects, such as Project Haystack and Brick. We accomplish a UML representation of the core structure of MetamEnTh and validate the representation through three different case studies.
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MetamEnTh:面向对象的楼宇物联网系统元模型
建筑物由多个系统组成,这些系统必须与各种系统相互作用和协调,才能顺利运行。为了对建筑系统进行有效的模拟、控制和优化,必须以易于阅读的形式对建筑进行建模和表示。这对于集成和创建新颖的应用程序和功能也是必不可少的。建筑能源管理系统(BEMS)是大多数商业建筑的共同特征。它包含建筑及其系统某些方面的模型。然而,BEMS 中的这些模型并不能完全模拟所有系统和子系统及其关系,因为它们的主要功能是控制供暖、通风、空调(HVAC)和照明。Haystack 和 Brick 项目通过采用元数据方法,在为运行目的建立楼宇模型方面取得了重大进展。它们提供了机器和人类可读的建筑物、系统及其关系的表述。然而,元数据方法中的标签和标签集存在一些局限性,这些局限性源于在定义实体、实体属性和实体关系时结构薄弱。在本研究中,我们发现了元数据建模方法在建筑物建模中存在的七个问题,并通过面向对象的元模型来解决这些问题:能源事物元模型(MetamEnTh)。MetamEnTh 使用面向对象的建模技术来建立结构和约束条件,从而生成一个能够描绘建筑物及其系统的模型。MetamEnTh 与其他项目(如 Haystack 和 Brick 项目)采用相同的实体命名规则。我们完成了 MetamEnTh 核心结构的 UML 表示法,并通过三个不同的案例研究验证了该表示法。
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来源期刊
IEEE Internet of Things Journal
IEEE Internet of Things Journal Computer Science-Information Systems
CiteScore
17.60
自引率
13.20%
发文量
1982
期刊介绍: The EEE Internet of Things (IoT) Journal publishes articles and review articles covering various aspects of IoT, including IoT system architecture, IoT enabling technologies, IoT communication and networking protocols such as network coding, and IoT services and applications. Topics encompass IoT's impacts on sensor technologies, big data management, and future internet design for applications like smart cities and smart homes. Fields of interest include IoT architecture such as things-centric, data-centric, service-oriented IoT architecture; IoT enabling technologies and systematic integration such as sensor technologies, big sensor data management, and future Internet design for IoT; IoT services, applications, and test-beds such as IoT service middleware, IoT application programming interface (API), IoT application design, and IoT trials/experiments; IoT standardization activities and technology development in different standard development organizations (SDO) such as IEEE, IETF, ITU, 3GPP, ETSI, etc.
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