Leveraging Machine Learning and Big Data for Smart Buildings: A Comprehensive Survey
<p dir="ltr">Future buildings will offer new convenience, comfort, and efficiency possibilities to their residents. Changes will occur to the way people live as technology involves people's lives and information processing is fully integrated into their daily living activities a...
محفوظ في:
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| مؤلفون آخرون: | , , , , , |
| منشور في: |
2019
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| الموضوعات: | |
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إضافة وسم
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| _version_ | 1864513561160581120 |
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| author | Basheer Qolomany (16855527) |
| author2 | Ala Al-Fuqaha (4434340) Ajay Gupta (841979) Driss Benhaddou (16855530) Safaa Alwajidi (16855533) Junaid Qadir (16494902) Alvis C. Fong (16855536) |
| author2_role | author author author author author author |
| author_facet | Basheer Qolomany (16855527) Ala Al-Fuqaha (4434340) Ajay Gupta (841979) Driss Benhaddou (16855530) Safaa Alwajidi (16855533) Junaid Qadir (16494902) Alvis C. Fong (16855536) |
| author_role | author |
| dc.creator.none.fl_str_mv | Basheer Qolomany (16855527) Ala Al-Fuqaha (4434340) Ajay Gupta (841979) Driss Benhaddou (16855530) Safaa Alwajidi (16855533) Junaid Qadir (16494902) Alvis C. Fong (16855536) |
| dc.date.none.fl_str_mv | 2019-07-24T00:00:00Z |
| dc.identifier.none.fl_str_mv | 10.1109/access.2019.2926642 |
| dc.relation.none.fl_str_mv | https://figshare.com/articles/journal_contribution/Leveraging_Machine_Learning_and_Big_Data_for_Smart_Buildings_A_Comprehensive_Survey/23994876 |
| dc.rights.none.fl_str_mv | CC BY 4.0 info:eu-repo/semantics/openAccess |
| dc.subject.none.fl_str_mv | Built environment and design Building Information and computing sciences Distributed computing and systems software Machine learning Smart homes Big Data Machine learning Internet of Things Robot sensing systems Smart buildings |
| dc.title.none.fl_str_mv | Leveraging Machine Learning and Big Data for Smart Buildings: A Comprehensive Survey |
| dc.type.none.fl_str_mv | Text Journal contribution info:eu-repo/semantics/publishedVersion text contribution to journal |
| description | <p dir="ltr">Future buildings will offer new convenience, comfort, and efficiency possibilities to their residents. Changes will occur to the way people live as technology involves people's lives and information processing is fully integrated into their daily living activities and objects. The future expectation of smart buildings includes making the residents' experience as easy and comfortable as possible. The massive streaming data generated and captured by smart building appliances and devices contain valuable information that needs to be mined to facilitate timely actions and better decision making. Machine learning and big data analytics will undoubtedly play a critical role to enable the delivery of such smart services. In this paper, we survey the area of smart building with a special focus on the role of techniques from machine learning and big data analytics. This survey also reviews the current trends and challenges faced in the development of smart building services.</p><h2>Other Information</h2><p dir="ltr">Published in: IEEE Access<br>License: <a href="https://creativecommons.org/licenses/by/4.0/legalcode" target="_blank">https://creativecommons.org/licenses/by/4.0/</a><br>See article on publisher's website: <a href="https://dx.doi.org/10.1109/access.2019.2926642" target="_blank">https://dx.doi.org/10.1109/access.2019.2926642</a></p> |
| eu_rights_str_mv | openAccess |
| id | Manara2_e40ef721e6da31395487d84457faf387 |
| identifier_str_mv | 10.1109/access.2019.2926642 |
| network_acronym_str | Manara2 |
| network_name_str | Manara2 |
| oai_identifier_str | oai:figshare.com:article/23994876 |
| publishDate | 2019 |
| repository.mail.fl_str_mv | |
| repository.name.fl_str_mv | |
| repository_id_str | |
| rights_invalid_str_mv | CC BY 4.0 |
| spelling | Leveraging Machine Learning and Big Data for Smart Buildings: A Comprehensive SurveyBasheer Qolomany (16855527)Ala Al-Fuqaha (4434340)Ajay Gupta (841979)Driss Benhaddou (16855530)Safaa Alwajidi (16855533)Junaid Qadir (16494902)Alvis C. Fong (16855536)Built environment and designBuildingInformation and computing sciencesDistributed computing and systems softwareMachine learningSmart homesBig DataMachine learningInternet of ThingsRobot sensing systemsSmart buildings<p dir="ltr">Future buildings will offer new convenience, comfort, and efficiency possibilities to their residents. Changes will occur to the way people live as technology involves people's lives and information processing is fully integrated into their daily living activities and objects. The future expectation of smart buildings includes making the residents' experience as easy and comfortable as possible. The massive streaming data generated and captured by smart building appliances and devices contain valuable information that needs to be mined to facilitate timely actions and better decision making. Machine learning and big data analytics will undoubtedly play a critical role to enable the delivery of such smart services. In this paper, we survey the area of smart building with a special focus on the role of techniques from machine learning and big data analytics. This survey also reviews the current trends and challenges faced in the development of smart building services.</p><h2>Other Information</h2><p dir="ltr">Published in: IEEE Access<br>License: <a href="https://creativecommons.org/licenses/by/4.0/legalcode" target="_blank">https://creativecommons.org/licenses/by/4.0/</a><br>See article on publisher's website: <a href="https://dx.doi.org/10.1109/access.2019.2926642" target="_blank">https://dx.doi.org/10.1109/access.2019.2926642</a></p>2019-07-24T00:00:00ZTextJournal contributioninfo:eu-repo/semantics/publishedVersiontextcontribution to journal10.1109/access.2019.2926642https://figshare.com/articles/journal_contribution/Leveraging_Machine_Learning_and_Big_Data_for_Smart_Buildings_A_Comprehensive_Survey/23994876CC BY 4.0info:eu-repo/semantics/openAccessoai:figshare.com:article/239948762019-07-24T00:00:00Z |
| spellingShingle | Leveraging Machine Learning and Big Data for Smart Buildings: A Comprehensive Survey Basheer Qolomany (16855527) Built environment and design Building Information and computing sciences Distributed computing and systems software Machine learning Smart homes Big Data Machine learning Internet of Things Robot sensing systems Smart buildings |
| status_str | publishedVersion |
| title | Leveraging Machine Learning and Big Data for Smart Buildings: A Comprehensive Survey |
| title_full | Leveraging Machine Learning and Big Data for Smart Buildings: A Comprehensive Survey |
| title_fullStr | Leveraging Machine Learning and Big Data for Smart Buildings: A Comprehensive Survey |
| title_full_unstemmed | Leveraging Machine Learning and Big Data for Smart Buildings: A Comprehensive Survey |
| title_short | Leveraging Machine Learning and Big Data for Smart Buildings: A Comprehensive Survey |
| title_sort | Leveraging Machine Learning and Big Data for Smart Buildings: A Comprehensive Survey |
| topic | Built environment and design Building Information and computing sciences Distributed computing and systems software Machine learning Smart homes Big Data Machine learning Internet of Things Robot sensing systems Smart buildings |