Publications by Research Area
Publications: FLEXLAB® and Systems Integration
"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. .
"Blind to Blinds: Opening Our Eyes to Savings from New Automated Shading Systems." ACEEE Summer Study in Buildings 2020. 2020. .
"Building fault detection data to aid diagnostic algorithm creation and performance testing." Nature: Scientific Data Vol.7 No.65 (2020). .
Energy Efficiency and the Real Estate Lifecycle: Stakeholder Perspectives. 2019. LBNL 2001214. .
"Beyond Widgets: Validated Systems Energy Savings and Utility Custom Incentive Program Systems Trends." 2018 Summer Study on Energy Efficiency in Buildings. 2018. .
"Testing and demonstration of model predictive control applied to a radiant slab cooling system in a building test facility." Energy and Buildings 172 (2018) 432 - 441. .
"Experimentally-determined characteristics of radiant systems for office buildings." Applied Energy 221 (2018) 41 - 54. .
"Modeling the Direct Sun Component in Buildings Using Matrix Algebraic Approaches: Methods and Validation." Solar Energy 160 (2018) 380 - 395. LBNL-2001102. .
"Full scale laboratory experiment on the cooling capacity of a radiant floor system." Energy and Buildings 170 (2018). .
"Performance analysis of pulsed flow control method for radiant slab system." Building and Environment 127 (2018). .
"Quantifying the benefits of a building retrofit using an integrated system approach: A case study." Energy and Buildings 159 (2018). .
"Side-by-side laboratory comparison of space heat extraction rates and thermal energy use for radiant and all-air systems." Energy and Buildings 176 (2018). .
Stasis PCM Test Results. 2018. 2001162. .
Characterization and Survey of Automated Fault Detection and Diagnostics Tools. Berkeley, CA: Lawrence Berkeley National Laboratory, 2017. LBNL-2001075. .
Experimentally-Determined Characteristics of Radiant Systems for Commercial Buildings. Pacific Gas & Electric, 2017. .
Technology Assessments of High Performance Envelope with Optimized Lighting, Solar Control, and Daylighting. Berkeley, CA: Lawrence Berkeley National Laboratory, 2016. LBNL-2001051. .
"Beyond Widgets – Systems Incentive Programs for Utilities." ACEEE (2016). LBNL-1006195. .
Assessment of Automated Measurement and Verification (M&V) Methods. Berkeley: LBNL, 2015. LBNL-187225. .