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The construction and real estate sector is a major contributor to global carbon emissions and climate change. Ventilation systems, although essential for maintaining indoor air quality and occupant health, account for a significant share of building operational emissions. In HVAC systems, duct layouts significantly influence ventilation impacts through both the embodied carbon from material produc
