Publications: Modeling & Simulation
. "Culture, conformity, and carbon? A multi-country analysis of heating and cooling practices in office buildings." Energy Research & Social Science 61 (2020) 101344. 
PDF (3.66 MB)
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PDF (3.66 MB) . "Ten questions on urban building energy modeling." Building and Environment 168 (2020) 106508. PDF (1.92 MB)
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PDF (1.92 MB) . "Dimension analysis of subjective thermal comfort metrics based on ASHRAE Global Thermal Comfort Database using machine learning." Journal of Building Engineering 29 (2020) 101120. PDF (1.71 MB)
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PDF (1.71 MB) . "Building thermal load prediction through shallow machine learning and deep learning." Applied Energy 263 (2020) 114683. PDF (3.54 MB)
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PDF (3.54 MB) . "State-of-the-art on research and applications of machine learning in the building life cycle." Energy and Buildings 212 (2020) 109831. PDF (1.13 MB)
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PDF (1.13 MB) . "Quantifying the impacts of climate change and extreme climate events on energy systems." Nature Energy 5.2 (2020) 150 - 159. PDF (756.95 KB)
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PDF (756.95 KB) . "Learning occupants’ indoor comfort temperature through a Bayesian inference approach for office buildings in United States." Renewable and Sustainable Energy Reviews 119 (2020) 109593. PDF (1.81 MB)
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PDF (1.81 MB) . "Linking human-building interactions in shared offices with personality traits." Building and Environment 170 (2020) 106602. PDF (2.1 MB)
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PDF (2.1 MB) . "System-level key performance indicators for building performance evaluation." Energy and Buildings 209 (2020) 109703. PDF (1.92 MB)
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PDF (1.92 MB) . "Learning occupants’ indoor comfort temperature through a Bayesian inference approach for office buildings in United States." Renewable and Sustainable Energy Reviews (2019) 109593. PDF (1.84 MB)
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PDF (1.84 MB) . "Assessment of occupant-behavior-based indoor air quality and its impacts on human exposure risk: A case study based on the wildfires in Northern California." Science of The Total Environment 686 (2019) 1251 - 1261. PDF (2.8 MB)
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PDF (2.8 MB) . "An inverse approach to solving zone air infiltration rate and people count using indoor environmental sensor data." Energy and Buildings 198 (2019) 228 - 242. PDF (7.49 MB)
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PDF (7.49 MB) . "Cross-source sensing data fusion for building occupancy prediction with adaptive lasso feature filtering." Building and Environment 162 (2019) 106280. PDF (1.36 MB)
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PDF (1.36 MB) . "Validation of an inverse model of zone air heat balance." Building and Environment 161 (2019) 106232. PDF (1.64 MB)
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PDF (1.64 MB) . "Revealing Urban Morphology and Outdoor Comfort through Genetic Algorithm-Driven Urban Block Design in Dry and Hot Regions of China." Sustainability 11.13 (2019) 3683. PDF (2.74 MB)
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PDF (2.74 MB) . "Visualizing Urban Microclimate and Quantifying its Impact on Building Energy Use in San Francisco." the 1st ACM International WorkshopProceedings of the 1st ACM International Workshop on Urban Building Energy Sensing, Controls, Big Data Analysis, and Visualization - UrbSys'19. New York, NY, USA: ACM Press, 2019. PDF (1.61 MB)
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PDF (1.61 MB) . "Assessing the Potential to Reduce U.S. Building CO2 Emissions 80% by 2050." Joule (2019). PDF (3.72 MB)
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PDF (3.72 MB) . "OPEN COMPUTING INFRASTRUCTURE FOR SHARING DATA ANALYTICS TO SUPPORT BUILDING ENERGY SIMULATIONS." 2019. PDF (175.82 KB)
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PDF (175.82 KB) . Energy Modeling in Urban Districts: Forecast of multi-sector Energy Use and GHG Emissions. 2019. 2001218. PDF (1.45 MB)
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PDF (1.45 MB) . "Incorporating machine learning with building network analysis to predict multi-building energy use." Energy and Buildings 186 (2019) 80 - 97. PDF (2.38 MB)
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PDF (2.38 MB) . "Inferring occupant counts from Wi-Fi data in buildings through machine learning." Building and Environment 158 (2019) 281 - 294. PDF (1.11 MB)
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PDF (1.11 MB) . "Integrating physics-based models with sensor data: An inverse modeling approach." Building and Environment 154 (2019) 23 - 31. PDF (275.63 KB)
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PDF (275.63 KB) . "Predicting plug loads with occupant count data through a deep learning approach." Energy 181 (2019) 29 - 42. PDF (1.28 MB)
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PDF (1.28 MB) . "Forecasting district-scale energy dynamics through integrating building network and long short-term memory learning algorithm." Applied Energy 248 (2019) 217 - 230. PDF (1.24 MB)
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PDF (1.24 MB) . "A novel approach for selecting typical hot-year (THY) weather data." Applied Energy 242 (2019) 1634 - 1648. PDF (836.87 KB)
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