A machine learning method of modern urban building energy modeling

Building Information Modeling · Building model · Demolition · Energy modeling · Geographic information system · Greenhouse gas · Mean squared error · Metadata · Scalability · Sizing · Building Energy and Comfort Optimization · Energy Load and Power Forecasting · Traffic Prediction and Management Techniques

• Modeling three-dimensional built-up volume dynamics and projections using long-term satellite observations

  Open Access•Guojiang Yu, Xuecao Li et al.•Sustainable Cities and Society•2026

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• AutoBEM

  Open Access•Hang Li, Shovan Chowdhury et al.•Sustainable Cities and Society•2026

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• Learning representations by back-propagating errors

  Open Access•David E Rumelhart, Geoffrey E Hinton et al.•Nature•1986

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• Permutation importance

  Open Access•André Altmann, Laura Toloşi et al.•Bioinformatics•2010

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• Greedy function approximation

  Jerome H Friedman•The Annals of Statistics•2001

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• Urban building energy modeling from geo-referenced energy performance certificate data

  Open Access•Fatemeh Johari, Farshid Shadram et al.•Sustainable Cities and Society•2023

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• Assessing how wind environments impact urban building energy

  Open Access•Pengyu Jie, Meifang Su et al.•Sustainable Cities and Society•2025

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• Climate change impacts on city-scale building energy performance based on GIS-informed urban building energy modelling

  Open Access•Meng Wang, Jingfeng Zhou et al.•Sustainable Cities and Society•2025

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• Pathways to urban net zero energy buildings in Canada

  Open Access•Yang Li, Haibo Feng•Sustainable Cities and Society•2025

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• Multi-source data fusion-driven urban building energy modeling

  Open Access•Sebin Choi, Dong Hyuk Yi et al.•Sustainable Cities and Society•2025

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• CityEL

  Open Access•Chengcheng Song, Jingjing Yang et al.•Sustainable Cities and Society•2025

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• Machine learning based prediction of long-term energy consumption and overheating under climate change impacts using urban building energy modeling

  Open Access•Ilkim Canli Akyol, Eren Gökberk Halacli et al.•Sustainable Cities and Society•2025

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• Dynamic impacts of vegetation growth and urban development on microclimate and building energy consumption

  Open Access•Haoqiang Fu, Hanxun Fu et al.•Sustainable Cities and Society•2025

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• Developing urban building energy models for shanghai city with multi-source open data

  Open Access•Chengcheng Song, Deng Zhang et al.•Sustainable Cities and Society•2024

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• GeoBEM

  Open Access•Shihong Zhang, Liutao Chen et al.•Sustainable Cities and Society•2025

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