Publications

X Author: Jessica Granderson

2020

Prakash, Anand, Samir Touzani, Mariam Kiran, Shreya Agarwal, Marco Pritoni, and Jessica Granderson."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). DOI

2019

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). DOI
Singh, Reshma, Paul A Mathew, Jessica Granderson, and Yash Shukla."Energy Information Systems: From the Basement to the Boardroom." (2019). DOI
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).
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
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
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
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
Kramer, Hannah, Guanjing Lin, Jessica Granderson, Claire Curtin, and Eliot Crowe."Synthesis of Year Two Outcomes in the Smart Energy Analytics Campaign." (2019). 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
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

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
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
Singh, Reshma, Paul A Mathew, Jessica Granderson, Yash Shukla, Amiya Ranjan Behera, and Michael Pitt."Packaged Scalable Energy Information Systems for Hotels."Journal of Facilities Management 16.2 (2018) 119 - 141. 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

2017

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). DOI
Granderson, Jessica, Rupam Singla, Ebony Mayhorn, Paul Ehrlich, Draguna Vrabie, and Stephen Frank."Characterization and Survey of Automated Fault Detection and Diagnostics Tools." (2017).
Fernandes, Samuel, and Jessica Granderson."The State of Advanced Measurement and Verification Technology and Industry Application."The Electricity Journal 30.8 (2017) 8-16. DOI
Singla, Rupam, and Jessica Granderson."Using EMIS to Identify Top Opportunities for Commercial Building Efficiency." (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 (2017) 191-199. DOI