Publications
] . "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.
. "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). "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). "A convenient coupled simulation method for thermal environment prediction in naturally ventilated buildings." 2nd PALENC conference and 28th AIVC conference, 27-29 September. 2007.
. "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.
. "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). "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). "Coupling between the CFD simulation and building simulation for better prediction of natural ventilation." the 2nd International conference on sustainable architecture and urban design in tropical regions, Jogjakarta. 2006.
. "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). "Discussion of strategies for UK zero energy building design." 2nd PALENC conference and 28th AIVC conference, 27-29 September. 2007.
. "The Energy Saving Potential of Membrane-Based Enthalpy Recovery in VAV System for Commercial Office Buildings." SimBuild 2012. Madison, Wisconsin, 2012.
. "A numerical study of vertical solar chimney for Enhancing stack ventilation in buildings." The 21st International Conference on Passive and Low Energy Architecture, The Netherlands. 2004.
. "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). "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)
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PDF (2.84 MB). "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)
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PDF (1.41 MB). "A convergent optimization method using pattern search algorithms with adaptive precision simulation." . Proceedings of the 8th IBPSA Conference 2003: 1393-1400.
. "Modelica-based Modeling and Simulation to Support Research and Development in Building Energy and Control Systems." Journal of Building Performance Simulation 2.2 (2009) 143-161. LBNL-2740E.
. "Modelica Library for Building Heating, Ventilation and Air-Conditioning Systems." Proceedings of the 7th International Modelica Conference 2009. Paper PDF (358 KB) Abstract PDF (199.33 KB)
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Paper PDF (358 KB) Abstract PDF (199.33 KB)