A multi-objective window placement approach using BIM and surrogate model DOI Creative Commons

Shenghua Zhou,

Xinru Man,

Dezhi Li

и другие.

Developments in the Built Environment, Год журнала: 2024, Номер unknown, С. 100578 - 100578

Опубликована: Ноя. 1, 2024

Язык: Английский

Applications and Trends of Machine Learning in Building Energy Optimization: A Bibliometric Analysis DOI Creative Commons
Jingyi Liu, J.F. Chen

Buildings, Год журнала: 2025, Номер 15(7), С. 994 - 994

Опубликована: Март 21, 2025

With the rapid advancement of machine learning (ML) technologies, their innovative applications in enhancing building energy efficiency are increasingly prominent. Utilizing tools such as VOSviewer and Bibliometrix, this study systematically reviews body related literature, focusing on key emerging trends cutting-edge ML techniques, including deep learning, reinforcement unsupervised optimizing performance managing carbon emissions. First, paper delves into role prediction, intelligent management, sustainable design, with particular emphasis how smart systems leverage real-time data analysis prediction to optimize usage significantly reduce emissions dynamically. Second, summarizes technological evolution future sector identifies critical challenges faced by field. The findings provide a technology-driven perspective for advancing sustainability construction industry offer valuable insights research directions.

Язык: Английский

Процитировано

1
AI-Driven Design Optimization for Sustainable Buildings: A Systematic Review DOI Creative Commons

Piragash Manmatharasan,

Girma Bitsuamlak, Katarina Grolinger

и другие.

Energy and Buildings, Год журнала: 2025, Номер unknown, С. 115440 - 115440

Опубликована: Фев. 1, 2025

Язык: Английский

Процитировано

0
Design optimization of a composite typology based on RC columns and THVS girders to reduce economic cost, emissions, and embodied energy of frame building construction DOI
Iván Negrin, Moacir Kripka, Víctor Yepes

и другие.

Energy and Buildings, Год журнала: 2025, Номер unknown, С. 115607 - 115607

Опубликована: Март 1, 2025

Язык: Английский

Процитировано

0
Design optimization of climate-responsive rural residences in solar rich areas considering sustainability and occupant comfort DOI

C.-J. Luo,

Feng Chi,

Huizhi Zhong

и другие.

Energy and Buildings, Год журнала: 2025, Номер 336, С. 115546 - 115546

Опубликована: Март 5, 2025

Язык: Английский

Процитировано

0
Optimizing Interconnected Embodied and Operational Energy of Buildings: An Embodied Energy Factor Approach DOI
Maryam Abbasi Kamazani, Manish Dixit,

Sejal Sanjay Shanbhag

и другие.

Building and Environment, Год журнала: 2025, Номер unknown, С. 112902 - 112902

Опубликована: Март 1, 2025

Язык: Английский

Процитировано

0
Explaining building energy efficiency prediction through architectural and engineering solutions considering environmental impacts using a hybrid model DOI
Semi Emrah Aslay

Energy and Buildings, Год журнала: 2025, Номер unknown, С. 115614 - 115614

Опубликована: Март 1, 2025

Язык: Английский

Процитировано

0
Discussion on the Hybrid Models for Building Energy Consumption Modeling and Prediction DOI

Qianqian Wang

Highlights in Science Engineering and Technology, Год журнала: 2025, Номер 137, С. 58 - 63

Опубликована: Апрель 10, 2025

Building Energy Consumption Modeling and Prediction (BECMP) gradually become more significant in architectural engineering construction process dealing with energy efficiency, sustainability environmental-friendly development goals. Based on recent research BECMP, this paper mainly focuses the hybrid model combining physic-based AI-driven model, to discuss improvement simulation result accuracy, prediction residence activity, elimination performance gaps, optimization Artificial Intelligence (AI) algorithm selection improving building rather than other two types of models, following specific application examples evidence. It also discusses opposing concepts models BECMP among scholars limitations prediction, including corporation behavior low popularity topic high education requirements users. Lastly, highlights importance real-time data system monitor management, suggests multidisciplinary collaboration, appeals widespread attention BECMP.

Язык: Английский

Процитировано

0
Parallel Monte Carlo-based surrogate optimization of building energy models DOI
Hussain Dashti, Sanja Stevanović, Salem Al-Yakoob

и другие.

Journal of Building Engineering, Год журнала: 2025, Номер unknown, С. 112579 - 112579

Опубликована: Апрель 1, 2025

Язык: Английский

Процитировано

0
Machine learning-enhanced multi-objective optimization of integrated shading systems: Enhancing daylight availability, glare protection, and energy savings DOI

Wei Zhang,

Zhichao Ma, Han Qiu

и другие.

Building and Environment, Год журнала: 2025, Номер unknown, С. 113124 - 113124

Опубликована: Май 1, 2025

Язык: Английский

Процитировано

0
Energy-Efficient Building Façades: A Comprehensive Review of Innovative Technologies and Sustainable Strategies DOI

Farzaneh Tahmasbi,

Adnan I. Khdair,

Ghaida Abu-Rumman

и другие.

Journal of Building Engineering, Год журнала: 2024, Номер unknown, С. 111643 - 111643

Опубликована: Дек. 1, 2024

Язык: Английский

Процитировано

2