Drivers of natural gas use in U.S. residential buildings
Rohith Teja Mittakola, Philippe Ciais, Jochen E. Schubert, David Makowski, Chuanlong Zhou, Hassan Bazzi, Taochun Sun, Zhu Liu 等 9 位
Centre National de la Recherche Scientifique Atos (France) Université de Versailles Saint-Quentin-en-Yvelines Commissariat à l'Énergie Atomique et aux Énergies Alternatives
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Natural gas is the primary fuel used in U.S. residences, yet little is known about its consumption patterns and drivers. We use daily county-level gas consumption data to assess the spatial patterns of the relationships and the sensitivities of gas consumption to outdoor air temperature across U.S. households. We fitted linear-plus-plateau functions to daily gas consumption data in 1000 counties, and derived two key coefficients: the heating temperature threshold ( T crit ) and the gas consumption rate change per 1°C temperature drop (Slope). We identified the main predictors of T crit and Slope (like income, employment rate, and building type) using interpretable machine learning models built on census data. Finally, we estimated a potential 2.47 million MtCO 2 annual emission reduction in U.S. residences by gas savings due to household insulation improvements and hypothetical behavioral change toward reduced consumption by adopting a 1°C lower T crit than the current value.
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工程Building Energy and Comfort Optimization
Air Quality and Health Impacts · Atmospheric and Environmental Gas Dynamics
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