Techno-economic assessment of building energy efficiency systems using behavioral change: A case study of an edge-based micro-moments solution
<p dir="ltr">Energy efficiency based on behavioral change has attracted increasing interest in recent years, although, solutions in this area lack much needed techno-economic analysis. That is due to the absence of both prospective studies and consumer awareness. To close such gap, t...
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| مؤلفون آخرون: | , , , , , , |
| منشور في: |
2022
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| الموضوعات: | |
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| _version_ | 1864513553307795456 |
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| author | Yassine Himeur (14158821) |
| author2 | Abdullah Alsalemi (6951986) Faycal Bensaali (12427401) Abbes Amira (6952001) Iraklis Varlamis (9288743) George Bravos (17148403) Christos Sardianos (8297297) George Dimitrakopoulos (16855419) |
| author2_role | author author author author author author author |
| author_facet | Yassine Himeur (14158821) Abdullah Alsalemi (6951986) Faycal Bensaali (12427401) Abbes Amira (6952001) Iraklis Varlamis (9288743) George Bravos (17148403) Christos Sardianos (8297297) George Dimitrakopoulos (16855419) |
| author_role | author |
| dc.creator.none.fl_str_mv | Yassine Himeur (14158821) Abdullah Alsalemi (6951986) Faycal Bensaali (12427401) Abbes Amira (6952001) Iraklis Varlamis (9288743) George Bravos (17148403) Christos Sardianos (8297297) George Dimitrakopoulos (16855419) |
| dc.date.none.fl_str_mv | 2022-01-10T00:00:00Z |
| dc.identifier.none.fl_str_mv | 10.1016/j.jclepro.2021.129786 |
| dc.relation.none.fl_str_mv | https://figshare.com/articles/journal_contribution/Techno-economic_assessment_of_building_energy_efficiency_systems_using_behavioral_change_A_case_study_of_an_edge-based_micro-moments_solution/24311908 |
| dc.rights.none.fl_str_mv | CC BY 4.0 info:eu-repo/semantics/openAccess |
| dc.subject.none.fl_str_mv | Engineering Electrical engineering Mechanical engineering Environmental sciences Environmental management Energy efficiency Behavioral change Anomaly detection Recommendation generation Business model Market drivers/barriers |
| dc.title.none.fl_str_mv | Techno-economic assessment of building energy efficiency systems using behavioral change: A case study of an edge-based micro-moments solution |
| dc.type.none.fl_str_mv | Text Journal contribution info:eu-repo/semantics/publishedVersion text contribution to journal |
| description | <p dir="ltr">Energy efficiency based on behavioral change has attracted increasing interest in recent years, although, solutions in this area lack much needed techno-economic analysis. That is due to the absence of both prospective studies and consumer awareness. To close such gap, this paper proposes the first techno-economic assessment of a behavioral change-based building energy efficiency solution, to the best of the authors’ knowledge. From the one hand, the technical assessment is conducted through (i) introducing a novel edge-based energy efficiency solution; (ii) analyzing energy data using machine learning tools and micro-moments, and producing intelligent, personalized, and explainable action recommendations; and (iii) proceeding with a technical evaluation of four application scenarios, i.e., data collection, data analysis and anomaly detection, recommendation generation, and data visualization. On the other hand, economic assessment is performed by examining the marketability potential of the proposed solution via a market and research analysis of behavioral change-based systems for energy efficiency applications. Also, various factors impacting the commercialization of the final product are investigated before providing recommended actions to ensure its potential marketability via conducting a Go/No-Go evaluation. In conclusion, the proposed solution is designed at a low cost and can save up to 28%–68% of the consumed energy, which results in a Go decision to commercialize the technology.</p><h2>Other Information</h2><p dir="ltr">Published in: Journal of Cleaner Production<br>License: <a href="http://creativecommons.org/licenses/by/4.0/" target="_blank">http://creativecommons.org/licenses/by/4.0/</a><br>See article on publisher's website: <a href="https://dx.doi.org/10.1016/j.jclepro.2021.129786" target="_blank">https://dx.doi.org/10.1016/j.jclepro.2021.129786</a></p> |
| eu_rights_str_mv | openAccess |
| id | Manara2_3dc738b9b1e0eebf1994ac1a59642a55 |
| identifier_str_mv | 10.1016/j.jclepro.2021.129786 |
| network_acronym_str | Manara2 |
| network_name_str | Manara2 |
| oai_identifier_str | oai:figshare.com:article/24311908 |
| publishDate | 2022 |
| repository.mail.fl_str_mv | |
| repository.name.fl_str_mv | |
| repository_id_str | |
| rights_invalid_str_mv | CC BY 4.0 |
| spelling | Techno-economic assessment of building energy efficiency systems using behavioral change: A case study of an edge-based micro-moments solutionYassine Himeur (14158821)Abdullah Alsalemi (6951986)Faycal Bensaali (12427401)Abbes Amira (6952001)Iraklis Varlamis (9288743)George Bravos (17148403)Christos Sardianos (8297297)George Dimitrakopoulos (16855419)EngineeringElectrical engineeringMechanical engineeringEnvironmental sciencesEnvironmental managementEnergy efficiencyBehavioral changeAnomaly detectionRecommendation generationBusiness modelMarket drivers/barriers<p dir="ltr">Energy efficiency based on behavioral change has attracted increasing interest in recent years, although, solutions in this area lack much needed techno-economic analysis. That is due to the absence of both prospective studies and consumer awareness. To close such gap, this paper proposes the first techno-economic assessment of a behavioral change-based building energy efficiency solution, to the best of the authors’ knowledge. From the one hand, the technical assessment is conducted through (i) introducing a novel edge-based energy efficiency solution; (ii) analyzing energy data using machine learning tools and micro-moments, and producing intelligent, personalized, and explainable action recommendations; and (iii) proceeding with a technical evaluation of four application scenarios, i.e., data collection, data analysis and anomaly detection, recommendation generation, and data visualization. On the other hand, economic assessment is performed by examining the marketability potential of the proposed solution via a market and research analysis of behavioral change-based systems for energy efficiency applications. Also, various factors impacting the commercialization of the final product are investigated before providing recommended actions to ensure its potential marketability via conducting a Go/No-Go evaluation. In conclusion, the proposed solution is designed at a low cost and can save up to 28%–68% of the consumed energy, which results in a Go decision to commercialize the technology.</p><h2>Other Information</h2><p dir="ltr">Published in: Journal of Cleaner Production<br>License: <a href="http://creativecommons.org/licenses/by/4.0/" target="_blank">http://creativecommons.org/licenses/by/4.0/</a><br>See article on publisher's website: <a href="https://dx.doi.org/10.1016/j.jclepro.2021.129786" target="_blank">https://dx.doi.org/10.1016/j.jclepro.2021.129786</a></p>2022-01-10T00:00:00ZTextJournal contributioninfo:eu-repo/semantics/publishedVersiontextcontribution to journal10.1016/j.jclepro.2021.129786https://figshare.com/articles/journal_contribution/Techno-economic_assessment_of_building_energy_efficiency_systems_using_behavioral_change_A_case_study_of_an_edge-based_micro-moments_solution/24311908CC BY 4.0info:eu-repo/semantics/openAccessoai:figshare.com:article/243119082022-01-10T00:00:00Z |
| spellingShingle | Techno-economic assessment of building energy efficiency systems using behavioral change: A case study of an edge-based micro-moments solution Yassine Himeur (14158821) Engineering Electrical engineering Mechanical engineering Environmental sciences Environmental management Energy efficiency Behavioral change Anomaly detection Recommendation generation Business model Market drivers/barriers |
| status_str | publishedVersion |
| title | Techno-economic assessment of building energy efficiency systems using behavioral change: A case study of an edge-based micro-moments solution |
| title_full | Techno-economic assessment of building energy efficiency systems using behavioral change: A case study of an edge-based micro-moments solution |
| title_fullStr | Techno-economic assessment of building energy efficiency systems using behavioral change: A case study of an edge-based micro-moments solution |
| title_full_unstemmed | Techno-economic assessment of building energy efficiency systems using behavioral change: A case study of an edge-based micro-moments solution |
| title_short | Techno-economic assessment of building energy efficiency systems using behavioral change: A case study of an edge-based micro-moments solution |
| title_sort | Techno-economic assessment of building energy efficiency systems using behavioral change: A case study of an edge-based micro-moments solution |
| topic | Engineering Electrical engineering Mechanical engineering Environmental sciences Environmental management Energy efficiency Behavioral change Anomaly detection Recommendation generation Business model Market drivers/barriers |