Publications
Publications By Research Area
2025
Lin, Guanjing, John House, Yimin Chen, Jessica Granderson, and Wanpeng Zhang."Active multi-mode data analysis to improve fault diagnosis in AHUs."Energy and Buildings
(2025) 115621. DOI
2024
Kramer, Hannah, Nora Hart, Alexandra Duncan, Joshua Kace, Haley Tong, and Jessica Granderson."Building Performance Software: Portfolio-Level Capabilities and Applications."
(2024). DOI
2023
Crowe, Eliot, Yimin Chen, Hayden Reeve, David Yuill, Amir Ebrahimifakhar, Yuxuan Chen, Lucas Troup, Amanda Smith, and Jessica Granderson."Empirical Analysis of the Prevalence of HVAC Faults in Commercial Buildings."
(2023). DOI
Granderson, Jessica, Guanjing Lin, Yimin Chen, Armando Casillas, Jin Wen, Zhelun Chen, Piljae Im, Sen Huang, and Jiazhen Ling."A labeled dataset for building HVAC systems operating in faulted and fault-free states."Scientific Data
10 (2023). DOI
Kramer, Hannah, Nora Hart, Jessica Granderson, and Tom Abram."Framework for Greenhouse Gas Emissions Reduction Planning: Building Portfolios."
(2023).
2022
Pritoni, Marco, Guanjing Lin, Yimin Chen, John House, Eliot Crowe, and Jessica Granderson."Market Barriers and Drivers for the Next Generation Fault Detection and Diagnostic Tools."2022 Summer Study on Energy Efficiency in Buildings
(2022). DOI
Singh, Reshma, Samuel Fernandes, Anand Prakash, Paul A Mathew, Jessica Granderson, Colman Snaith, Rahul Pusapati, Prakash Jadhav, Avideh Zakhor, Rishi Upadhyay, Ozgur Gonen, and Harry Bergmann."Scaling Building Energy Audits through Machine Learning Methods on Novel Drone Image Data."2022 Summer Study on Energy Efficiency in Buildings
(2022). DOI
Crowe, Eliot, Yimin Chen, Jessica Granderson, Hayden Reeve, LucasTroup LucasTroup, David Yuill, and Yuxuan Chen."What We Learned From Analyzing 18 Million Rows of Commercial Buildings’ HVAC Fault Data."ACEEE Summer Study on Energy Efficiency in Buildings
(2022).
Lin, Guanjing, Eliot Crowe, Valerie Nibler, and Jessica Granderson."Assessing EMIS Benefits: A new field evaluation protocol offers rigor and flexibility."The 7th International High Performance Buildings Conference at Purdue
(2022).
Lin, Guanjing, Hannah Kramer, Valerie Nibler, Eliot Crowe, and Jessica Granderson."Building Analytics Tool Deployment at Scale: Benefits, Costs, and Deployment Practices."Energies
Vol.15 (2022). DOI
Pritoni, Marco, Guanjing Lin, Yimin Chen, Raphael Vitti, Christopher Weyandt, and Jessica Granderson."From fault-detection to automated fault correction: a field study."Building and Environment
214 (2022).
2021
Chen, Yimin, Guanjing Lin, Eliot Crowe, and Jessica Granderson."Development of a Unified Taxonomy for HVAC System Faults."Energies
14.17 (2021) 5581. DOI
Granderson, Jessica, Mrinalini Sharma, Eliot Crowe, David A Jump, Samuel Fernandes, Samir Touzani, and Devan Johnson."Assessment of Model-Based Peak Electric Consumption Prediction for Commercial Buildings."Energy and Building
245 (2021). DOI
Touzani, Samir, and Jessica Granderson."Open Data and Deep Semantic Segmentation for Automated Extraction of Building Footprints."Remote Sensing
Vol.13 No..2578 (2021). DOI
Lin, Guanjing, Marco Pritoni, Yimin Chen, Christopher Weyandt, Raphael Vitti, and Jessica Granderson."Fault “Auto-correction” for HVAC Systems: A Preliminary Study."The 6th International High Performance Buildings Conference at Purdue
(2021).
Kim, Janghyun, Kim Trenbath, Jessica Granderson, Yimin Chen, Eliot Crowe, Hayden Reeve, Sarah Newman, and Paul Ehrlich."Research challenges and directions in HVAC fault prevalence."Science and Technology for the Built Environment
27 (2021). DOI
2020
Granderson, Jessica, Samuel Fernandes, Samir Touzani, Chih-Cheng Lee, Eliot Crowe, and Margaret Sheridan."Spatio-temporal impacts of a utility’s efficiency portfolio on the distribution grid."Energy
212.118669 (2020). DOI
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
Pritoni, Marco, Anand Prakash, David 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
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
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