[HTML][HTML] Building thermal dynamics modeling with deep transfer learning using a large residential smart thermostat dataset
Understanding thermal dynamics and obtaining the computational model of residential
buildings enable its scaled application in energy retrofits, control optimization and …
buildings enable its scaled application in energy retrofits, control optimization and …
One-year dataset of hourly air quality parameters from 100 air purifiers used in China residential buildings
Household air purifiers have been widely used as an effective approach to improving indoor
air quality. Air purifiers can automatically record indoor air quality parameters, providing …
air quality. Air purifiers can automatically record indoor air quality parameters, providing …
[HTML][HTML] Developing a residential occupancy schedule generator based on smart thermostat data
Occupancy patterns play a major role in residential buildings' energy demand. This role is
essential to be represented realistically in urban-scale energy simulations with a focus on …
essential to be represented realistically in urban-scale energy simulations with a focus on …
[HTML][HTML] Integrating Occupant Behaviour into Urban-Building Energy Modelling: A Review of Current Practices and Challenges
Urban-Building Energy Modelling (UBEM) tools play a crucial role in analysing and
optimizing energy use within cities. Among the available approaches, the bottom-up physics …
optimizing energy use within cities. Among the available approaches, the bottom-up physics …
[HTML][HTML] Analyzing smart thermostat data to uncover trends in remote work behaviors
The widespread adoption of hybrid work arrangements due to COVID-19 pandemic warrants
an examination of post-pandemic home energy consumption. There is considerable …
an examination of post-pandemic home energy consumption. There is considerable …
Occupancy and equipment usage prototype schedules for building energy simulations of office building types in China
Z Huang, Z Gou - Journal of Building Performance Simulation, 2024 - Taylor & Francis
The accuracy of occupancy and energy-consuming equipment schedules significantly
influences building energy simulations. Existing standards provide generalized schedules …
influences building energy simulations. Existing standards provide generalized schedules …
Understanding HVAC system runtime of US homes: An energy signature analysis using smart thermostat data
Heating, ventilation, and air conditioning system runtime is a crucial metric for establishing
the connection between system operation and energy performance. Similar homes in the …
the connection between system operation and energy performance. Similar homes in the …