Publications
] . "Measured Influence of Overhead HVAC on Exposure to Airborne Contaminants from Simulated Speaking in a Meeting and a Classroom." Indoor Air (2021). 
PDF (811.75 KB) Supplemental Information (1.58 MB)
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PDF (811.75 KB) Supplemental Information (1.58 MB). 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). "Blind to Blinds: Opening Our Eyes to Savings from New Automated Shading Systems." ACEEE Summer Study in Buildings 2020. 2020. PDF (3.61 MB)
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PDF (3.61 MB). "Building fault detection and diagnostics: Achieved savings, and methods to evaluate algorithm performance." Building and Environment 168 (2020) 106505. PDF (3.7 MB)
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PDF (3.7 MB). "Building fault detection data to aid diagnostic algorithm creation and performance testing." Nature: Scientific Data Vol.7 No.65 (2020). PDF (4.56 MB)
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PDF (4.56 MB). "Curation of Ground-Truth Validated Benchmarking Datasets for Fault Detection & Diagnostics Tools." 2020 ACEEE Summer Study. 2020. PDF (3.82 MB)
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PDF (3.82 MB). "Deep Reinforcement Learning in Buildings: Implicit Assumptions and their Impact." RLEM'20: Proceedings of the 1st International Workshop on Reinforcement Learning for Energy Management in Buildings & Cities. 2020. PDF (1.02 MB)
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PDF (1.02 MB). "Developing and Evaluating Metrics for Demand Flexibility in Buildings: Comparing Simulations and Field Data." ACEEE Summer Study. 2020. PDF (1.37 MB)
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PDF (1.37 MB). Developing Flexible, Networked Lighting Control Systems That Reliably Save Energy in California Buildings. California Energy Commission, 2020. PDF (9.79 MB)
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PDF (9.79 MB). "Energy Efficiency Package for Tenant Fit-Out:Laboratory Testing and Validation of Energy Savingsand Indoor Environmental Quality." Energies (2020).
. 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). "HIL-validation of an Extremum Seeking-based Controller for Advanced DER Management." 2020 IEEE Power & Energy Society Innovative Smart Grid Technologies Conference (ISGT)2020 IEEE Power & Energy Society Innovative Smart Grid Technologies Conference (ISGT). Washington, DC, USA: IEEE, 2020.
. "Laboratory Validation of Integrated Lighting Systems Retrofit Performance and Energy Savings." Energies (2020).
. 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). Measured Performance of Over the Range Microwave Range Hoods. Berkeley: Lawrence Berkeley National Laboratory, 2020. LBNL-2001351. PDF (896.43 KB)
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PDF (896.43 KB). "Package deals for deep savings: Scaling deep retrofits in commercial buildings with integrated systems packages." ACEEE. 2020. PDF (1.12 MB)
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PDF (1.12 MB). "System Retrofits in Efficiency Programs: Track Record and Outlook." ACEEE Summer Study. 2020. PDF (1.29 MB)
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PDF (1.29 MB). Systems Retrofit Trends in Commercial Buildings: Opening Up Opportunities for Deeper Savings. 2020. PDF (3.82 MB)
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PDF (3.82 MB). "ZNE for All! Enabling Zero Net Energy Retrofits for Small Commercial Offices." ACEEE Summer Study. 2020. PDF (1.87 MB)
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PDF (1.87 MB). CyDER: A Cyber Physical Co-simulation Platform for Distributed Energy Resources in Smartgrids. 2019.
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. Energy Efficiency and the Real Estate Lifecycle: Stakeholder Perspectives. 2019. LBNL 2001214. PDF (662.89 KB)
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PDF (662.89 KB). "A Hybrid Approach for Short-Term PV Power Forecasting in Predictive Control Applications." 2019 IEEE Milan PowerTech. Milan, Italy: IEEE, 2019.
. "Integrating physics-based models with sensor data: An inverse modeling approach." Building and Environment 154 (2019) 23 - 31. PDF (275.63 KB)
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PDF (275.63 KB)