Publications

X Term: BTUS Energy Analytics

2019

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. DOI
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." (2019).
Hart, Nora, Tripp Shealy, Kristen Parrish, and Jessica Granderson."Cognitive barriers during monitoring-based commissioning of buildings."Sustainable Cities and Society 46 (2019) 101389. DOI
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. DOI
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).
Levinson, Ronnen M, George A Ban-Weiss, Paul Berdahl, Sharon S Chen, Hugo Destaillats, Nathalie Dumas, Haley E Gilbert, Howdy Goudey, Sébastien Houzé de l’Aulnoit, Jan Kleissl, Benjamin Kurtz, Yun Li, Yan Long, Arash Mohegh, Negin Nazarian, Matteo Pizzicotti, Pablo J Rosado, Marion L Russell, Jonathan L Slack, Xiaochen Tang, Jiachen Zhang, and Weilong Zhang."Solar-Reflective “Cool” Walls: Benefits, Technologies, and Implementation." (2019). DOI
Kramer, Hannah, Guanjing Lin, Jessica Granderson, Claire Curtin, and Eliot Crowe."Synthesis of Year Two Outcomes in the Smart Energy Analytics Campaign." (2019). DOI
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. DOI
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. DOI
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. DOI
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. DOI
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. DOI
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. DOI
Widergren, Steve, Ron Melton, Aditya Khandekar, Bruce Nordman, and Mark Knight."The Plug-and-Play Electricity Era: Interoperability to Integrate Anything, Anywhere, Anytime."IEEE Power and Energy Magazine 17.5 (2019) 47 - 58. DOI

2018

Pritoni, Marco, Chris Weyandt, Diedre Carter, and John Elliott."Towards a Scalable Model for Smart Buildings."ACEEE Summer Study on Energy Efficiency in Buildings (2018).
Granderson, Jessica, Guanjing Lin, Rupam Singla, Samuel Fernandes, and Samir Touzani."BuildingIQ Technology Field Validation." (2018). DOI
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).
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. DOI
Sofos, Marina, and Jared Langevin."Laying Down the Foundation: An R&D Roadmap for Energy Savings through Advancements in Smart Building Technologies."2018 ACEEE Summer Study on Energy Efficiency in Buildings (2018).
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). DOI
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).
Hart, 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. DOI
Aghajanzadeh, Arian, Marshall English, and Collin English."Opportunities for Electricity Demand Management in Irrigated Agriculture." (2018). DOI
Fernandes, Samuel, Jessica Granderson, Rupam Singla, and Samir Touzani."Corporate Delivery of a Global Smart Buildings Program."Energy Engineering (2018). DOI
Touzani, Samir, Jessica Granderson, and Samuel Fernandes."Gradient boosting machine for modeling the energy consumption of commercial buildings."Energy and Buildings (2018). DOI