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). "An Improved Simple Chilled Water Cooling Coil Model." SimBuild 2012 IBPSA Conference. 2012. LBNL-6031E. PDF (1006.14 KB)
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PDF (1006.14 KB). "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). "Investigation of the possibility of applying natural ventilation for thermal comfort in residential buildings in Singapore." Architectural Science Review 50 (2007) 190-199.
. "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). "Design, Construction and Commissioning of Building Emulators for EMCS Applications." ASHRAE Transactions 100.Pt. 1 (1994).
. "The Squeaky wheel: Machine learning for anomaly detection in subjective thermal comfort votes." Building and Environment 151 (2019) 219 - 227. PDF (1.17 MB)
Related Files
PDF (1.17 MB). "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)
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PDF (1.24 MB). "Coupled simulations for naturally ventilated rooms between building simulation (BS) and computational fluid dynamics (CFD) for better prediction of indoor thermal environment." Building and Environment 44.1 (2009) 95-112.
. "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). "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.
. "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.
. "A comparison of deterministic and probabilistic optimization algorithms for nonsmooth simulation-based optimization
." Building and Environment 39.8 (2004) 989-999.
. "Building Design Optimization Using a Convergent Pattern Search Algorithm with Adaptive Precision Simulations." Energy and Buildings 37 (2004) 603-612.
. "A Modular Building Controls Virtual Test Bed for the Integration of Heterogeneous Systems." SimBuild 2008, July 30-August 1. Berkeley, CA, 2008. LBNL-650E. PDF (154.83 KB)
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PDF (154.83 KB). "Modelica Buildings Library." (2015). LBNL-1002944. PDF (934.09 KB)
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PDF (934.09 KB)