Publications
"Inferring occupant counts from Wi-Fi data in buildings through machine learning." Building and Environment 158 (2019) 281 - 294.
. "Natural ventilation simulation by using coupling building simulation and CFD simulation program for accurate prediction of indoor thermal environment." the 23st International conference on Passive and Low energy architecture , Geneva. 2006.
. "The Energy Saving Potential of Membrane-Based Enthalpy Recovery in Vav Systems for Commercial Office Buildings." SimBuild 2012 IBPSA Conference. 2012. LBNL-6032E.
. "Occupancy prediction through Markov based feedback recurrent neural network (M-FRNN) algorithm with WiFi probe technology." Building and Environment 138 (2018) 160 - 170.
. "Buildings.Occupants: a Modelica package for modelling occupant behaviour in buildings." Journal of Building Performance Simulation (2018) 1 - 12.
. "The Squeaky wheel: Machine learning for anomaly detection in subjective thermal comfort votes." Building and Environment 151 (2019) 219 - 227.
. "The impacts of facade and ventilation strategies on indoor thermal environment for a naturally ventilated residential building in Singapore." the 10th International conference on Indoor Air Quality and Climate, Beijing. 2005.
. "Facade design optimization for naturally ventilated residential buildings in Singapore." Energy and Buildings 39.8 (2007) 954-961.
. "Coupled simulations for naturally ventilated residential buildings." Automation in Construction 17.4 (2008) 386-398.
. "Forecasting district-scale energy dynamics through integrating building network and long short-term memory learning algorithm." Applied Energy 248 (2019) 217 - 230.
. "The impacts of facade designs: orientations, window to wall ratios and shading devices on indoor environment for naturally ventilated residential buildings in Singapore." the 23st International conference on Passive and Low energy architecture, Geneva. 2006.
. "Learning occupants’ indoor comfort temperature through a Bayesian inference approach for office buildings in United States." Renewable and Sustainable Energy Reviews (2019) 109593.
. "Uncertainties in energy consumption introduced by building operations and weather for a medium-size office building." Energy and Buildings 53 (2012) 152 - 158. LBNL-5888E.
. "Modeling occupancy distribution in large spaces with multi-feature classification algorithm." Building and Environment 137 (2018).
. "A coupling method to increase the accuracy of natural ventilation prediction in thermal simulation program." the 2nd International conference on sustainable architecture and urban design in tropical regions, Jogjakarta. 2006.
. "Case study of zero energy house design in UK." Energy and Buildings 41.11 (2009) 1215-1222.
. "A Case Study Demonstrating the Utility of Inter-Program Comparative Testing for Diagnosing Errors in Building Simulation Programs." eSim 2006 2006.
. "Analysis of heating load diversity in German residential districts and implications for the application in district heating systems." Energy and Buildings 139 (2017) 302-313.
. "GenOpt - A Generic Optimization Program." . Proc. of the 7th IBPSA Conference 2001: 601-608. LBNL-48371.
. "Simulation-Based Building Energy Optimization." University of California, Berkeley, 2004.
. "Building design optimization using a convergent pattern search algorithm with adaptive precision simulations." Energy and Buildings 37.6 (2005) 603-612. LBNL-57341.
. "A Modelica-based model library for building energy and control systems." Proceedings of the 11th IBPSA Conference. Glasgow, Scotland, 2009. 652-659. LBNL-2739E.
. "Comparison of a generalized pattern search and a genetic algorithm optimization method." . Proc. of the 8th IBPSA Conference 2003: 1401-1408.
. "Modelica Buildings Library." (2015). LBNL-1002944.
. "Multizone Airflow Model in Modelica." Proc. of the 5th International Modelica Conference 2006: 431-440.
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