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Naive Bayesian decision model for the interoperability of heterogeneous systems in an intelligent building environment

The environment of an intelligent building includes systems and sensors with significant heterogeneity. With the growth of heterogeneous devices and sensor technologies in intelligent buildings, designers are often faced with more interoperation complexities among heterogeneous systems that are data...

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Main Authors: Shahi, Ahmad, Sulaiman, Md. Nasir, Mustapha, Norwati, Perumal, Thinagaran
Format: Article
Language:English
Published: Elsevier 2015
Online Access:http://psasir.upm.edu.my/id/eprint/45571/1/NAIVE.pdf
http://psasir.upm.edu.my/id/eprint/45571/
https://www.sciencedirect.com/science/article/abs/pii/S0926580515000497
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spelling my.upm.eprints.455712021-04-15T02:49:52Z http://psasir.upm.edu.my/id/eprint/45571/ Naive Bayesian decision model for the interoperability of heterogeneous systems in an intelligent building environment Shahi, Ahmad Sulaiman, Md. Nasir Mustapha, Norwati Perumal, Thinagaran The environment of an intelligent building includes systems and sensors with significant heterogeneity. With the growth of heterogeneous devices and sensor technologies in intelligent buildings, designers are often faced with more interoperation complexities among heterogeneous systems that are data-intensive in nature. Conversely, performing decision making on these systems with a variety of building data is not efficient in terms of adapting to a changing environment. Current interoperation solutions for intelligent buildings focus on dry-contact and static rule-based systems to solve interoperability in intelligent buildings. Although static rule-based systems are efficient, the bottleneck can be in the area of the scalability of heterogeneous systems that will affect the efficient performance of interoperations. Therefore, to ensure a timely decision-making mechanism among heterogeneous systems, the performance delay and interpretation capability of systems should be improved. This paper offers a framework that improves the communication responses and the ability of automated decision support among the heterogeneous systems with a rule-based repository for the management of intelligent buildings. The implementation of the framework was performed with several systems to show their adaptation to joint interoperation. It is also interwoven with Web services to offer unified integration among heterogeneous systems. Testing of the framework was performed in a local area network (LAN) setting and proved to be reliable in solving interoperation problems for intelligent buildings. Elsevier 2015-06 Article PeerReviewed text en http://psasir.upm.edu.my/id/eprint/45571/1/NAIVE.pdf Shahi, Ahmad and Sulaiman, Md. Nasir and Mustapha, Norwati and Perumal, Thinagaran (2015) Naive Bayesian decision model for the interoperability of heterogeneous systems in an intelligent building environment. Automation in Contruction, 54. pp. 83-92. ISSN 0926-5805 https://www.sciencedirect.com/science/article/abs/pii/S0926580515000497 10.1016/j.autcon.2015.03.015
institution Universiti Putra Malaysia
building UPM Library
collection Institutional Repository
continent Asia
country Malaysia
content_provider Universiti Putra Malaysia
content_source UPM Institutional Repository
url_provider http://psasir.upm.edu.my/
language English
description The environment of an intelligent building includes systems and sensors with significant heterogeneity. With the growth of heterogeneous devices and sensor technologies in intelligent buildings, designers are often faced with more interoperation complexities among heterogeneous systems that are data-intensive in nature. Conversely, performing decision making on these systems with a variety of building data is not efficient in terms of adapting to a changing environment. Current interoperation solutions for intelligent buildings focus on dry-contact and static rule-based systems to solve interoperability in intelligent buildings. Although static rule-based systems are efficient, the bottleneck can be in the area of the scalability of heterogeneous systems that will affect the efficient performance of interoperations. Therefore, to ensure a timely decision-making mechanism among heterogeneous systems, the performance delay and interpretation capability of systems should be improved. This paper offers a framework that improves the communication responses and the ability of automated decision support among the heterogeneous systems with a rule-based repository for the management of intelligent buildings. The implementation of the framework was performed with several systems to show their adaptation to joint interoperation. It is also interwoven with Web services to offer unified integration among heterogeneous systems. Testing of the framework was performed in a local area network (LAN) setting and proved to be reliable in solving interoperation problems for intelligent buildings.
format Article
author Shahi, Ahmad
Sulaiman, Md. Nasir
Mustapha, Norwati
Perumal, Thinagaran
spellingShingle Shahi, Ahmad
Sulaiman, Md. Nasir
Mustapha, Norwati
Perumal, Thinagaran
Naive Bayesian decision model for the interoperability of heterogeneous systems in an intelligent building environment
author_facet Shahi, Ahmad
Sulaiman, Md. Nasir
Mustapha, Norwati
Perumal, Thinagaran
author_sort Shahi, Ahmad
title Naive Bayesian decision model for the interoperability of heterogeneous systems in an intelligent building environment
title_short Naive Bayesian decision model for the interoperability of heterogeneous systems in an intelligent building environment
title_full Naive Bayesian decision model for the interoperability of heterogeneous systems in an intelligent building environment
title_fullStr Naive Bayesian decision model for the interoperability of heterogeneous systems in an intelligent building environment
title_full_unstemmed Naive Bayesian decision model for the interoperability of heterogeneous systems in an intelligent building environment
title_sort naive bayesian decision model for the interoperability of heterogeneous systems in an intelligent building environment
publisher Elsevier
publishDate 2015
url http://psasir.upm.edu.my/id/eprint/45571/1/NAIVE.pdf
http://psasir.upm.edu.my/id/eprint/45571/
https://www.sciencedirect.com/science/article/abs/pii/S0926580515000497
_version_ 1698698920095383552
score 13.222552

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