Publications: BTUS Energy Analytics

2019

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). DOI
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. DOI
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). DOI
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
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).
Harris, 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
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).
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
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
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
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).
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).
Blum, David H., 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).
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. 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
Panagopoulos, Athanasios Aris, Michail Katsigiannis, Marco Pritoni, Gabe Fierro, Daniel Lengyel, Therese Peffer, Georgios Chalkiadakis, and David Culler."Dealing with Expected Thermal Discomfort."ACEEE Summer Study on Energy Efficiency in Buildings (2018).
Podkaminer, Kara, Valerie Nubbe, Ben King, Ookie Ma, Jared Langevin, Jack Mayernik, Chioke B. Harris, and Eric Wilson."Is every kWh the same? How do energy efficiency measures stack up across regions?."2018 ACEEE Summer Study on Energy Efficiency in Buildings (2018).
Pritoni, Marco, Angela Sanguinetti, Rebecca Ford, and Beth Karlin."Smart Home Energy Management: Use Cases and Savings Opportunities."ACEEE Summer Study on Energy Efficiency in Buildings (2018).

2017

Granderson, Jessica, Rupam Singla, Ebony Mayhorn, Paul Ehrlich, Draguna Vrabie, and Stephen Frank."Characterization and Survey of Automated Fault Detection and Diagnostics Tools." (2017).
Ford, Rebecca, Marco Pritoni, Angela Sanguinetti, and Beth Karlin."Categories and functionality of smart home technology for energy management."Building and Environment 123 (2017) 543 - 554. DOI