As essential public realms, street canyons play a critical role in shaping both pedestrian thermal comfort and the potential for solar energy utilization. In high-density urban settings, however, maintaining adequate solar access is increasingly constrained by intensive surrounding development. This study investigates the city of Wuxi, characterized by hot summers and cold winters, to explore how urban morphology influences seasonal solar radiation distribution. A ∼10 km² representative area was selected, encompassing three prototypical block typologies—setback towers, courtyard blocks, and linear blocks—each reflecting distinct development intensities. Parametric solar radiation simulations were performed using Grasshopper and Radiance to assess solar exposure on vehicular lanes and pedestrian sidewalks across different seasonal periods. Random Forest regression and SHAP (SHapley Additive exPlanations) analysis were employed to identify key morphological determinants of street-level solar access. The findings reveal that streets within courtyard block typologies receive 25.3%–26.3% less cumulative solar radiation compared to the other forms under equivalent conditions. Sidewalks consistently receive 4.2%–7.5% less radiation than adjacent carriageways. A strong negative correlation (R² ≈ 0.63) was observed between overall building intensity and street-level solar exposure, while single-variable metrics (e.g., building coverage ratio, height) showed limited predictive value. These insights offer a quantitative foundation for early-stage urban design decisions, enabling planners to optimize block typologies for enhanced solar performance in dense urban contexts.
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