Publications
] . Accuracy of HVAC Load Predictions: Validation of EnergyPlus and DOE-2 using FLEXLAB Measurements. 2020. 
PDF (10.21 MB)
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PDF (10.21 MB). "Building fault detection and diagnostics: Achieved savings, and methods to evaluate algorithm performance." Building and Environment 168 (2020) 106505. PDF (3.8 MB)
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PDF (3.8 MB). "Building thermal load prediction through shallow machine learning and deep learning." Applied Energy 263 (2020) 114683. PDF (3.54 MB)
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PDF (3.54 MB). A Conceptual Framework to Describe Energy Efficiency and Demand Response Interactions. 2020. Report PDF (1.88 MB)
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Report PDF (1.88 MB). "Contextualising adaptive comfort behaviour within low-income housing of Mumbai, India." Building and Environment 177 (2020) 106877. PDF (4.38 MB)
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PDF (4.38 MB). "Culture, conformity, and carbon? A multi-country analysis of heating and cooling practices in office buildings." Energy Research & Social Science 61 (2020) 101344. PDF (3.66 MB)
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PDF (3.66 MB). "Dimension analysis of subjective thermal comfort metrics based on ASHRAE Global Thermal Comfort Database using machine learning." Journal of Building Engineering 29 (2020) 101120. PDF (1.71 MB)
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PDF (1.71 MB). "Dynamic metrics of natural ventilation cooling effectiveness for interactive modeling." Building and Environment 180.106994 (2020). PDF (2.34 MB)
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PDF (2.34 MB). Energy and BehaviourDeveloping quantitative insights on building occupant behaviour: Supporting modelling tools and datasets. Elsevier, 2020. PDF (886.11 KB)
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PDF (886.11 KB). "eProject Builder: Promoting wider adoption of energy savings performance contracts through standardization and transparency." energise 2020 ENERGY INNOVATION FOR A SUSTAINABLE ECONOMY 2020: 300-308. PDF (5.07 MB)
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PDF (5.07 MB). High-Performance Integrated Window and Façade Solutions for California. Sacramento: California Energy Commission, 2020. PDF (3.68 MB)
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PDF (3.68 MB). "Introducing IEA EBC Annex 79: Key challenges and opportunities in the field of occupant-centric building design and operation." Building and Environment (2020) 106738. PDF (1.17 MB)
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PDF (1.17 MB). Leading in Los Angeles: Demonstrating scalable emerging energy efficient technologies for integrated façade, lighting, and plug loads INTER System FLEXLAB Test Report. 2020. LBNL-2001337. PDF (6.64 MB)
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PDF (6.64 MB). "Learning occupants’ indoor comfort temperature through a Bayesian inference approach for office buildings in United States." Renewable and Sustainable Energy Reviews 119 (2020) 109593. PDF (1.81 MB)
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PDF (1.81 MB). "Linking human-building interactions in shared offices with personality traits." Building and Environment 170 (2020) 106602. PDF (2.1 MB)
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PDF (2.1 MB). Market Brief: Customer-sited Distributed Energy Resources. 2020. PDF (1.21 MB)
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PDF (1.21 MB). "Measured Moisture Performance of Sealed and Insulated Attics with Permeable Insulation In California Homes." Thermal Performance of the Exterior Envelopes of Buildings XIV (2020). PDF (1.68 MB)
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PDF (1.68 MB). "Modeling Thermal Interactions between Buildings in an Urban Context." Energies 13.9 (2020) 2382. PDF (4.5 MB)
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PDF (4.5 MB). "M&V in ESPC: The U.S. Federal Experience and Implications for Developing ESPC Markets." energise 2020 ENERGY INNOVATION FOR A SUSTAINABLE ECONOMY 2020: 216-221. PDF (6.91 MB)
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PDF (6.91 MB). "Nexus of thermal resilience and energy efficiency in buildings: A case study of a nursing home." Building and Environment 177 (2020) 106842. PDF (2.23 MB)
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PDF (2.23 MB). "Optimization of Window Positions for Wind-Driven Natural Ventilation Performance." Energies 13.10 (2020) 2464. PDF (2.52 MB)
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PDF (2.52 MB). The Pricing Risk of Energy Use Intensity for Office and Multifamily Mortgages. 2020. LBNL-2001336. PDF (1.55 MB)
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PDF (1.55 MB). "Quantifying the impacts of climate change and extreme climate events on energy systems." Nature Energy 5.2 (2020) 150 - 159. PDF (756.95 KB)
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PDF (756.95 KB). "Reinforcement learning for building controls: The opportunities and challenges." Applied Energy 269 (2020) 115036. PDF (3.38 MB)
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PDF (3.38 MB). "Revisiting individual and group differences in thermal comfort based on ASHRAE database." Energy and Buildings 219 (2020) 110017. PDF (2.41 MB)
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PDF (2.41 MB)