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Evaluation of machine learning applications in building life cycle processes for energy efficiency: A systematic review
Abstract
In recent years, machine learning has been increasingly applied to achieve energy efficiency in buildings. This study analyzes the utilization of machine learning across the building life cycle by reviewing literature on building energy efficiency. In this context, a systematic literature search was conducted using the Web of Science (WOS) search engine, and 868 publications were found. The publications were analyzed according to their year, subject scope, and qualification results, and 84 publications were selected. These publications were discussed under five categories: objective function and control variables, programs, simulations, machine learning, and optimization algorithms. The relationships between these categories and each phase of the building life cycle were examined. The findings suggest that machine learning can effectively optimize factors related to energy efficiency and building sustainability throughout the life cycle, and it is anticipated that interdisciplinary studies incorporating machine learning will experience exponential growth in the future.
Citations
Authors (4)
-
Gevher Nesibe Kaya
-
Figen Beyhan
-
Zeynep Yeşim İlerisoy PhD
Cite as
Full text
- Publication version
- Accepted or Published Version
- DOI:
- Digital Object Identifier (open in new tab) 10.1016/j.egyr.2025.04.034
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Details
- Category:
- Articles
- Type:
- artykuły w czasopismach
- Published in:
-
Energy Reports
no. 13,
pages 4900 - 4916,
ISSN: 2352-4847 - Language:
- English
- Publication year:
- 2025
- Bibliographic description:
- Kaya G. N., Beyhan F., İlerisoy Z. Y., Cudzik J.: Evaluation of machine learning applications in building life cycle processes for energy efficiency: A systematic review// Energy Reports -Vol. 13, (2025), s.4900-4916
- DOI:
- Digital Object Identifier (open in new tab) 10.1016/j.egyr.2025.04.034
- Sources of funding:
- Verified by:
- Gdańsk University of Technology
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