Publications
] . "Design, Construction and Commissioning of Building Emulators for EMCS Applications." ASHRAE Transactions 100.Pt. 1 (1994).
. "Data fusion in predicting internal heat gains for office buildings through a deep learning approach." Applied Energy 240 (2019) 386 - 398. 
PDF (1004.68 KB)
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PDF (1004.68 KB). "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)
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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). "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.
. "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). "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). "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.
. "The Energy Saving Potential of Membrane-Based Enthalpy Recovery in VAV System for Commercial Office Buildings." SimBuild 2012. Madison, Wisconsin, 2012.
. "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). "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 Modelica-based model library for building energy and control systems." Proceedings of the 11th IBPSA Conference. Glasgow, Scotland, 2009. 652-659. LBNL-2739E.
. "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.
. "BuildOpt - A new building energy simulation program that is built on smooth models." Building and Environment 40.8 (2004). LBNL-54657.
. "Co-simulation of building energy and control systems with the Building Controls Virtual Test Bed." Journal of Building Performance Simulation 3.4 (2011). PDF (1.41 MB)
Related Files
PDF (1.41 MB). "Comparison of a generalized pattern search and a genetic algorithm optimization method." . Proc. of the 8th IBPSA Conference 2003: 1401-1408.
. "Modelica Buildings Library." (2015). LBNL-1002944. PDF (934.09 KB)
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PDF (934.09 KB). "Multizone Airflow Model in Modelica." Proc. of the 5th International Modelica Conference 2006: 431-440.
