HMM-based decision model for smart home environment
The smart home environment typically includes various systems with high level of heterogeneity characteristics. Smart home environment are configured in such a way that it comfort driven as well as achieving optimized security and task-oriented without human intervention inside the home. Smart home...
| Main Authors: | , , , |
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| Format: | Article |
| Language: | English |
| Published: |
Science & Engineering Research Support Society
2014
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| Online Access: | http://psasir.upm.edu.my/id/eprint/37874/ http://psasir.upm.edu.my/id/eprint/37874/1/HMM-based%20decision%20model%20for%20smart%20home%20environment.pdf |
| _version_ | 1848848723886473216 |
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| author | Babakura, Abba Sulaiman, Md. Nasir Mustapha, Norwati Perumal, Thinagaran |
| author_facet | Babakura, Abba Sulaiman, Md. Nasir Mustapha, Norwati Perumal, Thinagaran |
| author_sort | Babakura, Abba |
| building | UPM Institutional Repository |
| collection | Online Access |
| description | The smart home environment typically includes various systems with high level of heterogeneity characteristics. Smart home environment are configured in such a way that it comfort driven as well as achieving optimized security and task-oriented without human intervention inside the home. Smart home environment contain diversified systems ranging from entertainment to automation like devices that is heterogeneous in nature. For the reason that of systems heterogeneity, it is frequently challenging to execute interoperation around them and realize desired services preferred by the home occupants. The interoperation complexity stands at the bottleneck in ensuring various tasks executed jointly among diversified systems in smart home environment. In this paper, we present a Hidden-Markov Model (HMM) based decision model for smart home environment by providing decision support ability. The implementation has been carried out in such a way that quality information is acquired among the systems to demonstrate the effectiveness of interoperability among them. This proposed decision model is tested and proven that there is an elevated amount of reliability on this decision model in the smart home setting. |
| first_indexed | 2025-11-15T09:39:02Z |
| format | Article |
| id | upm-37874 |
| institution | Universiti Putra Malaysia |
| institution_category | Local University |
| language | English |
| last_indexed | 2025-11-15T09:39:02Z |
| publishDate | 2014 |
| publisher | Science & Engineering Research Support Society |
| recordtype | eprints |
| repository_type | Digital Repository |
| spelling | upm-378742017-10-30T05:55:59Z http://psasir.upm.edu.my/id/eprint/37874/ HMM-based decision model for smart home environment Babakura, Abba Sulaiman, Md. Nasir Mustapha, Norwati Perumal, Thinagaran The smart home environment typically includes various systems with high level of heterogeneity characteristics. Smart home environment are configured in such a way that it comfort driven as well as achieving optimized security and task-oriented without human intervention inside the home. Smart home environment contain diversified systems ranging from entertainment to automation like devices that is heterogeneous in nature. For the reason that of systems heterogeneity, it is frequently challenging to execute interoperation around them and realize desired services preferred by the home occupants. The interoperation complexity stands at the bottleneck in ensuring various tasks executed jointly among diversified systems in smart home environment. In this paper, we present a Hidden-Markov Model (HMM) based decision model for smart home environment by providing decision support ability. The implementation has been carried out in such a way that quality information is acquired among the systems to demonstrate the effectiveness of interoperability among them. This proposed decision model is tested and proven that there is an elevated amount of reliability on this decision model in the smart home setting. Science & Engineering Research Support Society 2014 Article PeerReviewed application/pdf en http://psasir.upm.edu.my/id/eprint/37874/1/HMM-based%20decision%20model%20for%20smart%20home%20environment.pdf Babakura, Abba and Sulaiman, Md. Nasir and Mustapha, Norwati and Perumal, Thinagaran (2014) HMM-based decision model for smart home environment. International Journal of Smart Home, 8 (1). pp. 129-138. ISSN 1975-4094 http://www.sersc.org/journals/IJSH/vol8_no1_2014.php |
| spellingShingle | Babakura, Abba Sulaiman, Md. Nasir Mustapha, Norwati Perumal, Thinagaran HMM-based decision model for smart home environment |
| title | HMM-based decision model for smart home environment |
| title_full | HMM-based decision model for smart home environment |
| title_fullStr | HMM-based decision model for smart home environment |
| title_full_unstemmed | HMM-based decision model for smart home environment |
| title_short | HMM-based decision model for smart home environment |
| title_sort | hmm-based decision model for smart home environment |
| url | http://psasir.upm.edu.my/id/eprint/37874/ http://psasir.upm.edu.my/id/eprint/37874/ http://psasir.upm.edu.my/id/eprint/37874/1/HMM-based%20decision%20model%20for%20smart%20home%20environment.pdf |