Under the 2060 carbon neutrality goal, cutting carbon emissions is urgent, especially as the aging population grows. In our country, people typically retire at 60, leading to less physical activity and higher energy use at home. This situation affects the energy needed to run buildings and the carbon emissions in cities. This research looks into how an aging population impacts city carbon emissions.