Sustainability Through Optimal Design of Buildings for Natural Ventilation Using Updated Comfort and Occupancy Models

Sustainability Through Optimal Design of Buildings for Natural Ventilation Using Updated Comfort and Occupancy Models

2024, May 23    

This paper explores the benefits of incorporating natural ventilation (NV) simulation into a generative process of designing residential buildings to improve energy efficiency and indoor thermal comfort. Our proposed workflow uses the Wave Function Collapse algorithm to generate a diverse set of floor plans. It also includes post-COVID occupant presence models while incorporating adaptive comfort models. We conduct four sets of experiments using the workflow, and the simulated results suggest that multi-mode cooling strategies combining conventional air conditioning with NV can often significantly reduce energy use, about 18% to 40%, while introducing slight reductions in thermal comfort. This workflow could be beneficial for architects and other stakeholders to generate diverse design options and make decisions based on NV performance.

More information can be found on our conference paper

Workflow
Climte Zones
Data Generation
Building Layouts
Sample Building Layouts
EUI for All Buildings
EUI/PNT for Six Climates
Building Form and Orientation on EUI
Visual Comparison of Hourly Values of EUI