Principles, research status, and prospects of feature engineering for data-driven building energy prediction: A comprehensive review
With the rapid growth in the volume of relevant and available data, feature engineering is
emerging as a popular research subject in data-driven building energy prediction owing to …
emerging as a popular research subject in data-driven building energy prediction owing to …
[HTML][HTML] Determinants and approaches of household energy consumption: A review
Considering the trend of home energy use in the context of global energy scarcity, this study
examines the effects of variables such as physical and social factors on household energy …
examines the effects of variables such as physical and social factors on household energy …
Data-driven analysis of influential factors on residential energy end-use in the US
Decarbonizing the residential buildings sector is important to realize a net-zero future.
However, little research comprehensively explores how residential energy by end-uses, ie …
However, little research comprehensively explores how residential energy by end-uses, ie …
Historical carbon peak situation and its driving mechanisms in the commercial building sector in China
Evaluating the peak situation of commercial building carbon emissions (CBCE) at the
provincial level and revealing their differentiated driving mechanisms are extremely …
provincial level and revealing their differentiated driving mechanisms are extremely …
Energy retrofits for smart and connected communities: Scopes and technologies
The trajectory of sustainable urban development evolves with the integration of intelligent
technologies, extending beyond individual buildings to encompass entire communities …
technologies, extending beyond individual buildings to encompass entire communities …
Exploring the dynamic evolutionary trajectories for urban residential building carbon emissions toward 2060: Evidence from the HSCW zone in China
Revealing the long-term development trajectory and peak scenarios of the urban residential
building sector is crucial for formulating targeted emission reduction strategies and …
building sector is crucial for formulating targeted emission reduction strategies and …
Decision-Making Approach to Urban Energy Retrofit—A Comprehensive Review
This research presents a comprehensive review of the research on smart urban energy
retrofit decision-making. Based on the analysis of 91 journal articles over the past decade …
retrofit decision-making. Based on the analysis of 91 journal articles over the past decade …
Framework to select robust energy retrofit measures for residential communities
Residential building energy retrofits are essential for enhancing environmental sustainability
and reducing energy costs. The selection of retrofit measures is influenced by factors such …
and reducing energy costs. The selection of retrofit measures is influenced by factors such …
Enhancing multi-scenario data-driven energy consumption prediction in campus buildings by selecting appropriate inputs and improving algorithms with attention …
Effective building energy prediction is vital for sustainable development, especially with an
increasing focus on flexibility and elasticity in building energy usage. However, challenges …
increasing focus on flexibility and elasticity in building energy usage. However, challenges …
Leveraging XR in AEC education focusing on occupant behavior-related building energy use: A systematic review
Extended reality (XR) is transforming architecture, engineering, and construction (AEC)
education and occupant behavior (OB)-related building energy use analysis. This study …
education and occupant behavior (OB)-related building energy use analysis. This study …