Publications
] . "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.
. "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). "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)
Related Files
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)
Related Files
PDF (1.11 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). "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)
Related Files
PDF (813.7 KB). "Investigation of the possibility of applying natural ventilation for thermal comfort in residential buildings in Singapore." Architectural Science Review 50 (2007) 190-199.
. "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). "Buildings.Occupants: a Modelica package for modelling occupant behaviour in buildings." Journal of Building Performance Simulation (2018) 1 - 12. PDF (645.02 KB)
Related Files
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)
Related Files
PDF (1.17 MB). "Design, Construction and Commissioning of Building Emulators for EMCS Applications." ASHRAE Transactions 100.Pt. 1 (1994).
. "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.
. "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). "A convenient coupled simulation method for thermal environment prediction in naturally ventilated buildings." 2nd PALENC conference and 28th AIVC conference, 27-29 September. 2007.
. "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.
. "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). "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 Modelica-based model library for building energy and control systems." Proceedings of the 11th IBPSA Conference. Glasgow, Scotland, 2009. 652-659. LBNL-2739E.
. "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)
Related Files
PDF (154.83 KB)