Performance-based design of residential blocks for the co-benefits of building energy efficiency and outdoor thermal comfort improvement

Building and Environment, Journal Year: 2024, Volume and Issue: 264, P. 111926 - 111926

Published: Aug. 8, 2024

Language: Английский

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Nonlinear relations of urban morphology to thermal anomalies: A cross-time comparative study based on Grad-CAM and SHAP

Ecological Indicators, Journal Year: 2024, Volume and Issue: 162, P. 112024 - 112024

Published: April 16, 2024

Urban thermal anomalies profoundly impact human society, affecting daily life, public health, and residential comfort. Prior studies linked to urban morphology evolution land use change during urbanization based on multi-indicator quantification of linear regression modeling. However, it remained unclear which elements predominantly dominate whether their is solely linear, understanding the diverse mechanisms through how influences various across seasons remains limited. Therefore, this study employed convolutional neural networks interpretable machine learning (Grad-CAM SHAP) explore nonlinear relationships between anomalies, focusing comparisons different types anomaly events time. The main findings indicated: (1) Grad-CAM's identification pivotal hotspot pixels SHAP's interpretability assessment highlighted that crucial factors contributing include area green spaces, water number facilities, building floor ratio, count industrial production facilities. (2) Clear were observed dominant occurrence confirming existence multiple thresholds activation levels, as demonstrated partial dependency analysis. dynamic complexity these associations significantly varied depending type event timing anomalies. These offer actionable guidance for planners refine climate-friendly strategies, revealing heterogeneity time multi-scenario analysis providing tailored insights climate-sensitive planning.

Language: Английский

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A novel framework for multi-city building energy simulation: Coupling urban microclimate and energy dynamics at high spatiotemporal resolutions

Sustainable Cities and Society, Journal Year: 2024, Volume and Issue: 113, P. 105718 - 105718

Published: July 29, 2024

Language: Английский

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Development of an expanded local climate zone scheme to accommodate diversified urban morphological evolution: A case study of Shanghai, China

Urban Climate, Journal Year: 2024, Volume and Issue: 56, P. 102009 - 102009

Published: June 28, 2024

Language: Английский

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Spatial effect of urban morphology on land surface tempature from the perspective of local climate zone

Remote Sensing Applications Society and Environment, Journal Year: 2024, Volume and Issue: 36, P. 101324 - 101324

Published: Aug. 18, 2024

Language: Английский

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Development of data-driven estimation models of village carbon emissions by built form factors: The study in Huaihe River Basin, China

Building and Environment, Journal Year: 2025, Volume and Issue: unknown, P. 112846 - 112846

Published: March 1, 2025

Language: Английский

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Effect of urban morphology on local-scale urban heat island intensity under varying urbanisation: A case study of Wuhan

Sustainable Cities and Society, Journal Year: 2025, Volume and Issue: unknown, P. 106328 - 106328

Published: March 1, 2025

Language: Английский

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Impact of block morphology on urban thermal environment with the consideration of spatial heterogeneity

Sustainable Cities and Society, Journal Year: 2024, Volume and Issue: 113, P. 105622 - 105622

Published: July 2, 2024

Language: Английский

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Impact of green space patterns on PM2.5 levels: A local climate zone perspective

Journal of Cleaner Production, Journal Year: 2024, Volume and Issue: unknown, P. 143975 - 143975

Published: Oct. 1, 2024

Language: Английский

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Data-Driven Optimization Reveals the Impact of Urban Heat Island Effect on the Retrofit Potential of Building Envelopes

Building and Environment, Journal Year: 2024, Volume and Issue: unknown, P. 112367 - 112367

Published: Nov. 1, 2024

Language: Английский

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