[HTML][HTML] Building performance optimization through sensitivity Analysis, and economic insights using AI

H Hosamo, GBA Coelho, CN Rolfsen, D Kraniotis - Energy and Buildings, 2024 - Elsevier
Optimizing building designs for energy efficiency and occupant comfort presents significant
challenges due to the complex and often conflicting requirements of various stakeholders …

Interactive and dynamic insights into environmental impacts of a neighborhood: A tight coupling of multi-agent system and dynamic life cycle assessment

S Su, J Ju, J Yuan, Y Chang, Q Li - Environmental Impact Assessment …, 2025 - Elsevier
Neighborhoods consume large amount of energy and generate substantial pollutant
emissions worldwide, and assessment of the environmental impacts (EIs) has garnered …

[HTML][HTML] Comparative Life Cycle Assessment of Traditional and Modern Materials in Heritage Building Restoration: A Case Study from Ushaiger Village

S Mazzetto - Sustainability, 2025 - mdpi.com
This paper presents a comparative life cycle assessment (LCA) of the traditional and modern
materials used in heritage building restoration, focusing on mud, limestone, decorative …

[HTML][HTML] Thermodynamic Optimization of Building HVAC Systems Through Dynamic Modeling and Advanced Machine Learning

S Moveh, EA Merchán-Cruz, AO Ibrahim… - Sustainability, 2025 - mdpi.com
This study enhances thermodynamic efficiency and demand response in an office building's
HVAC system using machine learning (ML) and model predictive control (MPC). This study …

[HTML][HTML] Strategies in construction and assembly for the LightPRO Shell: An active-bending structure employing flax fibre pultruded profiles for sustainable architecture

E Spyridonos, H Dahy - Structures, 2025 - Elsevier
The growing demand for eco-friendly alternatives within the construction industry has
promoted the use of bio-based materials. This research highlights the innovative application …

[HTML][HTML] Hybrid Predictive Maintenance for Building Systems: Integrating Rule-Based and Machine Learning Models for Fault Detection Using a High-Resolution …

S Mazzetto - Buildings, 2025 - mdpi.com
This study evaluates the effectiveness of six machine learning models, Artificial Neural
Networks (ANN), Random Forest (RF), Extreme Gradient Boosting (XGBoost), Support …

[HTML][HTML] Management of Carbon Emissions Throughout the Building Life Cycle Based on the Analytic Hierarchy Process

JF Zheng, ZP Lu, Y Ding, ZZ Guo, SX Zhou - Buildings, 2025 - mdpi.com
The severe global warming driven by the large-scale emission of greenhouse gases has
made the reduction of carbon emissions a critical priority for global economic and social …

Assessing the Global Warming Potential of a Novel Hybrid Timber-Based Façade System Through Life Cycle and Considering Future Climate Conditions

GBA Coelho, E Buvik, H Hosamo… - … Conference on Net-Zero …, 2024 - Springer
Addressing greenhouse gas emissions in the built environment is crucial due to its
significant contribution to the total equivalent CO2 emissions. Recent efforts have primarily …