Publications
] . "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.
. "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). "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). "The Energy Saving Potential of Membrane-Based Enthalpy Recovery in Vav Systems for Commercial Office Buildings." SimBuild 2012 IBPSA Conference. 2012. LBNL-6032E. PDF (1.11 MB)
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PDF (1.11 MB). "Buildings.Occupants: a Modelica package for modelling occupant behaviour in buildings." Journal of Building Performance Simulation (2018) 1 - 12. PDF (645.02 KB)
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PDF (645.02 KB). "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). "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.
. "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.
. "A convenient coupled simulation method for thermal environment prediction in naturally ventilated buildings." 2nd PALENC conference and 28th AIVC conference, 27-29 September. 2007.
. "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). "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). "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. PDF (813.7 KB)
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PDF (813.7 KB). "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). "Coupling between the CFD simulation and building simulation for better prediction of natural ventilation." 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. PDF (2.25 MB)
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PDF (2.25 MB). "Comparison of a generalized pattern search and a genetic algorithm optimization method." . Proc. of the 8th IBPSA Conference 2003: 1401-1408.
. "Multizone Airflow Model in Modelica." Proc. of the 5th International Modelica Conference 2006: 431-440.
. "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 convergent optimization method using pattern search algorithms with adaptive precision simulation." . Proceedings of the 8th IBPSA Conference 2003: 1393-1400.
. "Modelica Buildings Library." (2015). LBNL-1002944. PDF (934.09 KB)
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PDF (934.09 KB). "Simulation-based building energy optimization." 2004. PDF (1.87 MB)
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PDF (1.87 MB)