Publications
] . "Thermal analysis of climate environments based on weather data in Singapore for naturally ventilated buildings." the 10th International conference on Indoor Air Quality and Climate,Beijing. 2005.
. "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). "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). "The Energy Saving Potential of Membrane-Based Enthalpy Recovery in VAV System for Commercial Office Buildings." SimBuild 2012. Madison, Wisconsin, 2012.
. "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). "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). "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.
. "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). "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). "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). "Facade design optimization for naturally ventilated residential buildings in Singapore." Energy and Buildings 39.8 (2007) 954-961.
. "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.
. "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. PDF (1.24 MB)
Related Files
PDF (1.24 MB). "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.
. "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). "A convergent optimization method using pattern search algorithms with adaptive precision simulation." Building Services Engineering Research and Technology 25.4 (2004) 327-338.
. "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.
. "Using SPARK as a Solver for Modelica." SimBuild 2008. Berkeley, CA, USA, 2008.
. "A Modelica-Based Model Library for Building Energy and Control Systems." Building Simulation '09. Glasgow, Scotland, 2008.
. "Modelica Buildings Library." (2015). LBNL-1002944. PDF (934.09 KB)
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PDF (934.09 KB). "GenOpt - A Generic Optimization Program." . Proc. of the 7th IBPSA Conference 2001: 601-608. LBNL-48371. PDF (129.23 KB)
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PDF (129.23 KB). "Simulation-based building energy optimization." 2004. PDF (1.87 MB)
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PDF (1.87 MB)