Publications
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. "Efficient modeling of optically-complex, non-coplanar exterior shading: Validation of matrix algebraic methods." Energy and Buildings 174 (2018) 464 - 483. 
PDF (3.07 MB)
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PDF (3.07 MB). "Modeling occupancy distribution in large spaces with multi-feature classification algorithm." Building and Environment 137 (2018). PDF (912.79 KB)
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PDF (912.79 KB). "Occupancy prediction through machine learning and data fusion of environmental sensing and Wi-Fi sensing in buildings." Automation in Construction 94 (2018) 233 - 243. PDF (1.86 MB)
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PDF (1.86 MB). "Occupancy prediction through Markov based feedback recurrent neural network (M-FRNN) algorithm with WiFi probe technology." Building and Environment 138 (2018) 160 - 170. PDF (1.94 MB)
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PDF (1.94 MB). "OpenBuildingControl: Modeling Feedback Control as a Step Towards Formal Design, Specification, Deployment and Verification of Building Control Sequences." 2018 Building Performance Modeling Conference and SimBuild co-organized by ASHRAE and IBPSA-USA. Chicago, IL, 2018.
. "Performance-Based Evaluation of Courtyard Design in China’s Cold-Winter Hot-Summer Climate Regions." Sustainability 10.11 (2018) 3950. PDF (2.55 MB)
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PDF (2.55 MB). "Simplifications for hydronic system models in Modelica." Journal of Building Performance Simulation (2018).
. "Translating climate change and heating system electrification impacts on building energy use to future greenhouse gas emissions and electric grid capacity requirements in California." Applied Energy 225 (2018) 522 - 534. PDF (1.39 MB)
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PDF (1.39 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). "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). "Data fusion in predicting internal heat gains for office buildings through a deep learning approach." Applied Energy 240 (2019) 386 - 398. PDF (1004.68 KB)
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PDF (1004.68 KB). "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). "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). "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). "Linking energy-cyber-physical systems with occupancy prediction and interpretation through WiFi probe-based ensemble classification." Applied Energy 236 (2019) 55 - 69. PDF (2.05 MB)
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PDF (2.05 MB). "Linking energy-cyber-physical systems with occupancy prediction and interpretation through WiFi probe-based ensemble classification." Applied Energy 236 (2019) 55 - 69. PDF (2.05 MB)
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PDF (2.05 MB). "Performance-driven optimization of urban open space configuration in the cold-winter and hot-summer region of China." Building Simulation 12.3 (2019) 411 - 424. PDF (3.27 MB)
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PDF (3.27 MB). "Performance-driven optimization of urban open space configuration in the cold-winter and hot-summer region of China." Building Simulation 12.3 (2019) 411 - 424. PDF (3.27 MB)
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PDF (3.27 MB). "Practical factors of envelope model setup and their effects on the performance of model predictive control for building heating, ventilating, and air conditioning systems." Applied Energy 236 (2019) 410 - 425. PDF (1.13 MB)
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PDF (1.13 MB). "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). "Prototyping the BOPTEST Framework for Simulation-Based Testing of Advanced Control Strategies in Buildings." IBPSA Building Simulation 2019. Rome, Italy, 2019. PDF (851.68 KB)
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PDF (851.68 KB). Quayside Energy Systems Analysis. 2019. LBNL 2001197. PDF (1.25 MB)
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PDF (1.25 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). "The Squeaky wheel: Machine learning for anomaly detection in subjective thermal comfort votes." Building and Environment 151 (2019) 219 - 227. PDF (1.17 MB)
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PDF (1.17 MB)