Simulation Research
Comparison of MPC Formulations for Building Control under Commercial Time-of-Use Tariffs." IEEE PowerTech Milan 2019. 2019.
, , , and . "MPCPy: An Open-Source Software Platform for Model Predictive Control in Buildings." Proceedings of the 15th IBPSA Conference: Building Simulation 2017. San Francisco, 2017.
, and . "Control Description Language." 1st American Modelica Conference. 2018.
, , and . "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.
, , , , and . "Predicting plug loads with occupant count data through a deep learning approach." Energy 181 (2019) 29–42.
, , and . "Inferring occupant counts from Wi-Fi data in buildings through machine learning." Building and Environment 158 (2019) 281–294.
, , , and . "Forecasting district-scale energy dynamics through integrating building network and long short-term memory learning algorithm." Applied Energy 248 (2019) 217–230.
, , , , , and . "A novel approach for selecting typical hot-year (THY) weather data." Applied Energy 242 (2019) 1634–1648.
, , , , and . "Integrating physics-based models with sensor data: An inverse modeling approach." Building and Environment 154 (2019) 23–31.
, and . "Data fusion in predicting internal heat gains for office buildings through a deep learning approach." Applied Energy 240 (2019) 386–398.
, , and . "The Squeaky wheel: Machine learning for anomaly detection in subjective thermal comfort votes." Building and Environment 151 (2019) 219–227.
, , , , and . "Incorporating machine learning with building network analysis to predict multi-building energy use." Energy and Buildings 186 (2019) 80–97.
, , , and . "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.
, , , , and . "A Framework for Privacy-Preserving Data Publishing with Enhanced Utility for Cyber-Physical Systems." ACM Transactions on Sensor Networks 14.3-4 (2018) 1–22.
, , , , and . "Linking energy-cyber-physical systems with occupancy prediction and interpretation through WiFi probe-based ensemble classification." Applied Energy 236 (2019) 55–69.
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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.
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When Data Analytics Meet Site Operation: Benefits and Challenges." 2018 ACEEE Summer Study on Energy Efficiency in Buildings. 2018.
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