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[HTML][HTML] Building performance optimization through sensitivity Analysis, and economic insights using AI
Optimizing building designs for energy efficiency and occupant comfort presents significant
challenges due to the complex and often conflicting requirements of various stakeholders …
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
Neighborhoods consume large amount of energy and generate substantial pollutant
emissions worldwide, and assessment of the environmental impacts (EIs) has garnered …
emissions worldwide, and assessment of the environmental impacts (EIs) has garnered …
[HTML][HTML] Data-Driven Ventilation and Energy Optimization in Smart Office Buildings: Insights from a High-Resolution Occupancy and Indoor Climate Dataset
This paper explores innovative approaches to reducing energy consumption in building
ventilation systems through the implementation of adaptive control strategies. Using a …
ventilation systems through the implementation of adaptive control strategies. Using a …
[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 …
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
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 …
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
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 …
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 …
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 …
made the reduction of carbon emissions a critical priority for global economic and social …
LCA-TOPSIS integration for minimizing material waste in the construction sector: A BIM-based decision-making
Y Yardımcı, E Kurucay - 2024 - acikerisim.uludag.edu.tr
The construction sector is one of the industries with the highest environmental impact due to
resource consumption and waste generation. Material waste exacerbates these impacts by …
resource consumption and waste generation. Material waste exacerbates these impacts by …
Assessing the Global Warming Potential of a Novel Hybrid Timber-Based Façade System Through Life Cycle and Considering Future Climate Conditions
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 …
significant contribution to the total equivalent CO2 emissions. Recent efforts have primarily …