Publications
] . "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.
. "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)
Related Files
PDF (1.86 MB). "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.
. "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). "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)
Related Files
PDF (1.94 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.
. "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). "Case study of zero energy house design in UK." Energy and Buildings 41.11 (2009) 1215-1222.
. "The impacts of facade and ventilation strategies on indoor thermal environment for a naturally ventilated residential building in Singapore." Building and Environment 42.12 (2007) 4006-4015.
. "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.
. "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.
. "An Improved Simple Chilled Water Cooling Coil Model." SimBuild 2012 IBPSA Conference. 2012. LBNL-6031E. PDF (1006.14 KB)
Related Files
PDF (1006.14 KB). "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)
Related Files
PDF (2.25 MB). "Building design optimization using a convergent pattern search algorithm with adaptive precision simulations." Energy and Buildings 37.6 (2005) 603-612. LBNL-57341.
. "Simulation-Based Building Energy Optimization." University of California, Berkeley, 2004.
. "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.
. "Equation-based languages – A new paradigm for building energy modeling, simulation and optimization." Energy and Buildings 117 (2015) 290-300. LBNL-1003383. PDF (2.84 MB)
Related Files
PDF (2.84 MB). "GenOpt - A Generic Optimization Program." . Proc. of the 7th IBPSA Conference 2001: 601-608. LBNL-48371. PDF (129.23 KB)
Related Files
PDF (129.23 KB). "BuildOpt - A new building energy simulation program that is built on smooth models." Building and Environment 40.8 (2005) 1085-1092.
. "Generic Optimization Program User Manual Version 3.0.0." 2009: 380-391. LBNL-2077E.
