Tianzhen Hong
Publications
Viewing 25 of 268 publications
2019
, , 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 . "Linking energy-cyber-physical systems with occupancy prediction and interpretation through WiFi probe-based ensemble classification." Applied Energy 236 (2019) 55–69.
, , , and . "Development of city buildings dataset for urban building energy modeling." Energy and Buildings 183 (2019) 252–265.
2018
, , , , 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 . "Buildings.Occupants: a Modelica package for modelling occupant behaviour in buildings." Journal of Building Performance Simulation (2018) 1–12.
, , , , and . "Performance-Based Evaluation of Courtyard Design in China’s Cold-Winter Hot-Summer Climate Regions." Sustainability 10.11 (2018) 3950.
, , , , and . "Representation and evolution of urban weather boundary conditions in downtown Chicago." Journal of Building Performance Simulation (2018) 1–14.
, , and . "Occupancy prediction through machine learning and data fusion of environmental sensing and Wi-Fi sensing in buildings." Automation in Construction 94 (2018) 233–243.
, , , , and . "Impact of post-rainfall evaporation from porous roof tiles on building cooling load in subtropical China." Applied Thermal Engineering 142 (2018) 391–400.
, , and . "A critical review on questionnaire surveys in the field of energy-related occupant behaviour." Energy Efficiency (2018) 1–21.
, , and . "Clustering and statistical analyses of air-conditioning intensity and use patterns in residential buildings." Energy and Buildings 174 (2018) 214–227.
, , , , , , , and . "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.
, , , and . "Occupancy prediction through Markov based feedback recurrent neural network (M-FRNN) algorithm with WiFi probe technology." Building and Environment 138 (2018) 160–170.
, , , , , , , , , and . "The BayREN Integrated Commercial Retrofits (BRICR) Project: An Introduction and Preliminary Results." 2018 Summer Study on Energy Efficiency in Buildings 2018.
, , , and . "Modeling City Building Stock for Large Scale Energy Efficiency Improvements Using CityBES." 2018 Summer Study on Energy Efficiency in Buildings 2018.
, , , and . "Review of City Energy and Emissions Analysis Needs, Methods & Tools." 2018 Summer Study on Energy Efficiency in Buildings. 2018.
2017
, and . "Leveraging Zone Air Temperature Data to Improve Physics-Based Energy Simulation of Existing Buildings." Building Simulation 2017 2017.