Adaptive multi-objective optimization of thermal and perceptual livability in high-density residential environments using image-based spatial metrics

Key Points

• Optimization increases both thermal livability and perceptual livability in high-density settings, enhancing overall quality of life.
• Key evidence includes significant improvements in livability metrics through adaptive image-based techniques.
• Analysis using image-based spatial metrics provides insights into design features that enhance urban residential environments.
• Findings highlight the potential for improved livability standards in city planning and architectural design.