Guoan Huang

A three-step strategy for integrating contextual and geometric elements in window design optimization through the use of hybrid machine learning

This three-stage model optimizes context-based window design for daylighting, ventilation, energy efficiency, and facade performance. Using machine learning (ML) and architectural reasoning, the suggested method predicts window existence, width, and window-to-wall ratio (WWR) bas...