BTUS Energy Analytics

2019

Kramer, Hannah, Guanjing Lin, Claire Curtin, Eliot Crowe, and Jessica Granderson. "Building analytics and monitoring-based commissioning: industry practice, costs, and savings." Energy Efficiency (2019).
Wang, Zhe, Tianzhen Hong, and Mary Ann Piette. "Data fusion in predicting internal heat gains for office buildings through a deep learning approach." Applied Energy 240 (2019) 386 - 398.

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Hu, R. L, Jessica Granderson, David M Auslander, and Alice M Agogino. "Design of machine learning models with domain experts for automated sensor selection for energy fault detection." Applied Energy 235 (2019) 117 - 128.

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Singh, Reshma, Baptiste Ravache, and Mary Ann Piette. Energy Modeling in Urban Districts: Forecast of multi-sector Energy Use and GHG Emissions. 2019. 2001218.

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Touzani, Samir, Jessica Granderson, David A Jump, and Derrick Rebello. "Evaluation of Methods to Assess the Uncertainty in Estimated Energy Savings." Energy and Buildings 193 (2019).

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Wang, Wei, Tianzhen Hong, Xiaodong Xu, Jiayu Chen, Ziang Liu, and Ning Xu. "Forecasting district-scale energy dynamics through integrating building network and long short-term memory learning algorithm." Applied Energy 248 (2019) 217 - 230.

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Granderson, Jessica, Guanjing Lin, David Blum, Janie Page, Michael Spears, and Mary Ann Piette. "Integrating diagnostics and model-based optimization." Energy and Buildings 182 (2019) 187 - 195.

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Walter, Travis, and Paul A Mathew. Is the BPD Nationally Representative? A Comparison of the Building Performance Database to the Commercial Buildings Energy Consumption Survey. 2019. LBNL-20001198.

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Wang, Wei, Tianzhen Hong, Nan Li, Ryan Qi Wang, and Jiayu Chen. "Linking energy-cyber-physical systems with occupancy prediction and interpretation through WiFi probe-based ensemble classification." Applied Energy 236 (2019) 55 - 69.

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Blum, David, K. Arendt, Lisa Rivalin, Mary Ann Piette, Michael Wetter, and C.T. Veje. "Practical factors of envelope model setup and their effects on the performance of model predictive control for building heating, ventilating, and air conditioning systems." Applied Energy 236 (2019) 410 - 425.

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Wang, Zhe, Tianzhen Hong, and Mary Ann Piette. "Predicting plug loads with occupant count data through a deep learning approach." Energy 181 (2019) 29 - 42.

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Touzani, Samir, Baptiste Ravache, Eliot Crowe, and Jessica Granderson. "Statistical change detection of building energy consumption: Applications to savings estimation." Energy and Buildings 185 (2019) 123 - 136.

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2018

Harris, Nora, Tripp Shealy, Hannah Kramer, Jessica Granderson, and Georg Reichard. "A Framework for Monitoring-Based Commissioning: Identifying Variables That Act as Barriers and Enablers to the Process." Energy and Buildings 168 (2018) 331 - 346.

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Granderson, Jessica, Guanjing Lin, Rupam Singla, Samuel Fernandes, and Samir Touzani. BuildingIQ Technology Field Validation. 2018.

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Granderson, Jessica, Guanjing Lin, Rupam Singla, Ebony Mayhorn, Paul Ehrlich, and Draguna Vrabie. "Commercial Fault Detection and Diagnostics Tools: What They Offer, How They Differ, and What’s Still Needed." 2018 ACEEE Summer Study on Energy Efficiency in Buildings. 2018.

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Fernandes, Samuel, Jessica Granderson, Rupam Singla, and Samir Touzani. "Corporate Delivery of a Global Smart Buildings Program." Energy Engineering (2018). LBNL-2001096.

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Granderson, Jessica, Guanjing Lin, Rupam Singla, Samuel Fernandes, and Samir Touzani. "Field evaluation of performance of HVAC optimization system in commercial buildings." Energy and Buildings 173 (2018) 577 - 586.

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Touzani, Samir, Jessica Granderson, and Samuel Fernandes. "Gradient boosting machine for modeling the energy consumption of commercial buildings." Energy and Buildings (2018). LBNL-2001097.

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Aghajanzadeh, Arian, Marshall English, and Collin English. Opportunities for Electricity Demand Management in Irrigated Agriculture. Berkeley: Lawrence Berkeley National Laboratory, 2018.

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Piette, Mary Ann, Rebecca Zarin Pass, Reshma Singh, and Tianzhen Hong. "Review of City Energy and Emissions Analysis Needs, Methods & Tools." 2018 Summer Study on Energy Efficiency in Buildings. 2018.
Fuchs, Heidi, Arian Aghajanzadeh, and Peter L Therkelsen. Using Industry’s Own Words to Evaluate ISO 50001 Energy Management Systems Adoption. Berkeley: Lawrence Berkeley National Laboratory, 2018.

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Blum, David, Guanjing Lin, Michael Spears, Janie Page, and Jessica Granderson. "When Data Analytics Meet Site Operation: Benefits and Challenges." 2018 ACEEE Summer Study on Energy Efficiency in Buildings. 2018.

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2017

Granderson, Jessica, Samir Touzani, Samuel Fernandes, and Cody Taylor. "Application of Automated Measurement and Verification to Utility Energy Efficiency Program Data." Energy and Buildings 142 (2017) 191-199. LBNL-1007286.

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Granderson, Jessica, Rupam Singla, Ebony Mayhorn, Paul Ehrlich, Draguna Vrabie, and Stephen Frank. Characterization and Survey of Automated Fault Detection and Diagnostics Tools. Berkeley, CA: Lawrence Berkeley National Laboratory, 2017. LBNL-2001075.

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Granderson, Jessica, Guanjing Lin, David Blum, Shankar Earni, Janie Page, and Mary Ann Piette. Optimizing Operational Efficiency: Integrating Energy Information Systems and Model-Based Diagnostics. 2017.

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