Publications

2021

Chen, Yimin, Guanjing Lin, Eliot Crowe, and Jessica Granderson."Development of a Unified Taxonomy for HVAC System Faults."Energies 14 (2021).
Touzani, Samir, Marc Wudunn, Samuel Fernandes, Avideh Zakhor, Rohullah Najibi, and Jessica Granderson."A MACHINE LEARNING APPROACH TO ESTIMATE WINDOWS-TO-WALL RATIO USING DRONE IMAGER." (2021).

2020

Bergmann, Harry, Cory Mosiman, Avijit Saha, Selam Haile, William Livingood, Steven Bushby, Gabe Fierro, Joel Bender, Michael Poplawski, Jessica Granderson, and Marco Pritoni."Semantic Interoperability to Enable Smart, Grid-Interactive Efficient Buildings."2020 Summer Study on Energy Efficiency in Buildings (2020). DOI
Zhang, Kun, David H. Blum, Milica Grahovac, Jianjun Hu, Jessica Granderson, and Michael Wetter."Development and Verification of Control Sequences for Single- Zone Variable Air Volume System Based on ASHRAE Guideline 36."American Modelica Conference 2020 (2020). DOI
Pritoni, Marco, Anand Prakash, David H. Blum, Kun Zhang, Rui Tang, and Jessica Granderson."Advanced control sequences and FDD technology. Just shiny objects, or ready for scale?."ACEEE Summer Study 2020 (2020). DOI
Lin, Guanjing, Marco Pritoni, Yimin Chen, Jessica Granderson, Ricardo Moromisato, and Stephen Kozlen."Can We Fix It Automatically? Development of Fault Auto-Correction Algorithms for HVAC and Lighting Systems."ACEEE Summer Study (2020). DOI
Casillas, Armando, Guanjing Lin, and Jessica Granderson."Curation of Ground-Truth Validated Benchmarking Datasets for Fault Detection & Diagnostics Tools."2020 ACEEE Summer Study (2020). DOI
Fernandes, Samuel, Eliot Crowe, Samir Touzani, and Jessica Granderson."Detecting the undetected: Dealing with non-routine events using advanced M&V meter-based savings approaches."ACEEE Summer Study on Energy Efficiency in Buildings (2020). DOI
Chen, Yimin, Eliot Crowe, Guanjing Lin, and Jessica Granderson."What's in a Name? Developing a Standardized Taxonomy for HVAC System Faults."2020 ACEEE Summer Study on Energy Efficiency in Buildings (2020). DOI
WuDunn, Mark, Avideh Zakhor, Samir Touzani, and Jessica Granderson."​Aerial 3D Building Reconstruction from RGB Drone Imagery."SPIE Geospatial Informatics X (2020).
Granderson, Jessica, Guanjing Lin, Ari Harding, Piljae Im, and Yan Chen."Building fault detection data to aid diagnostic algorithm creation and performance testing."Nature: Scientific Data Vol.7 No.65 (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. DOI
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

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

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).
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
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