Using XGBoost and SHAP on simulated Tehran blocks, the study ranks 30 urban morphology parameters and finds building shape, window-to-wall ratio, and commercial floor share dominate energy demand, while neighbor heights and distances drive cooling and solar access.
Urban form and building energy performance in Shanghai neighborhoods,
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Adopting Explainable-AI to investigate the impact of urban morphology design on energy and environmental performance in dry-arid climates
Using XGBoost and SHAP on simulated Tehran blocks, the study ranks 30 urban morphology parameters and finds building shape, window-to-wall ratio, and commercial floor share dominate energy demand, while neighbor heights and distances drive cooling and solar access.