BTUS Energy Analytics

2020

Lin, Guanjing, Hannah Kramer, and Jessica Granderson. "Building fault detection and diagnostics: Achieved savings, and methods to evaluate algorithm performance." Building and Environment 168 (2020) 106505.

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2019

Frank, Stephen, Guanjing Lin, Xin Jin, Rupam Singla, Amanda Farthing, and Jessica Granderson. "A performance evaluation framework for building fault detection and diagnosis algorithms." Energy and Buildings 192 (2019) 84 - 92.

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Mills, Evan, Norman Bourassa, Leo I Rainer, Jimmy Mai, Ian Vaino, Claire Curtin, Arman Shehabi, Louis-Benoit Desroches, and Nathaniel Mills. A Plug-Loads Game Changer: Computer Gaming Energy Efficiency without Performance Compromise. CEC, 2019.

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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).

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Harris, Nora, Tripp Shealy, Kristen Parrish, and Jessica Granderson. "Cognitive barriers during monitoring-based commissioning of buildings." Sustainable Cities and Society 46 (2019) 101389.

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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, Paul A Mathew, Jessica Granderson, and Yash Shukla. Energy Information Systems: From the Basement to the Boardroom. 2019.

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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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Piette, Mary Ann, Reshma Singh, and Anand Prakash. "Evaluation of the Need for and Design of a City Energy Operations System." Proceedings of the 1st ACM International Workshop on Urban Building Energy Sensing, Controls, Big Data Analysis, and Visualization - UrbSys'19. New York, New York, USA: ACM Press, 2019.
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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Crowe, Eliot, Jessica Granderson, and Samuel Fernandes. "From Theory to Practice: Lessons Learned from an Advanced M&V Commercial Pilot." International Energy Program Evaluation Conference. 2019.

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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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Singh, Reshma, Mary Ann Piette, Ashok J Gadgil, Rajan Rawal, Narendra Bansal, Vishal Garg, Jyotirmay Mathur, Philip Haves, Paul A Mathew, Christian Kohler, Mahabir Bhandari, Gail Brager, Vivian Loftness, Narendran Nadarajah, Ronnen M Levinson, Richard E Brown, Andre Desjarlais, Milind Rane, Sanyogita Manu, Yash Shukla, and Mona Doctor-Pingel. R&D and Implementation Outcomes From The U.S.-India Bilateral Center For Building Energy Research And Development Program. 2019.

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Granderson, Jessica, Samir Touzani, Eliot Crowe, Samuel Fernandes, Shankar Earni, and Kaiyu Sun. Realizing high-accuracy low-cost measurement and verification for deep cost savings. 2019.

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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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Kramer, Hannah, Guanjing Lin, Jessica Granderson, Claire Curtin, and Eliot Crowe. "Synthesis of Year Two Outcomes in the Smart Energy Analytics Campaign." (2019). 2001217.

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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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