Publications

X Author: Jessica Granderson

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(link is external)
Granderson, Jessica, Samuel Fernandes, Eliot Crowe, Mrinalini Sharma, David A. Jump, and Devan Johnson."Accuracy of hourly energy predictions for demand flexibility applications."Energy and Buildings Vol.295 No..113297 (2023). DOI(link is external)
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(link is external)
Kramer, Hannah, Nora Hart, Jessica Granderson, and Tom Abram."Framework for Greenhouse Gas Emissions Reduction Planning: Building Portfolios." (2023).
Granderson, Jessica, Samuel Fernandes, and Anand Prakash."Unmanned Aerial Vehicle Image Dataset of the Built Environment for 3D reconstruction (UAVID3D)." (2023). DOI(link is external)
Lin, Guanjing, Marco Pritoni, Yimin Chen, Raphael Vitti, Christopher Weyandt, and Jessica Granderson."Implementation and test of an automated control hunting fault correction algorithm."Energy & Buildings Vol.283 No..112796 (2023). DOI(link is external)

2022

Casillas, Armando, Guanjing Lin, Jessica Granderson, Sen Huang, and Yan Chen."Development of a Simulated Air Handling Unit Fault Dataset for FDD Tools: Lessons Learned and Considerations for FDD Developers."2022 ACEEE Summer Study on Energy Efficiency in Buildings (2022). DOI(link is external)
Lin, Guanjing, Armando Casillas, Maggie Sheng, and Jessica Granderson."Evaluating the Performance of HVAC Optimal Control Based on Real-time Floor-by-Floor Occupancy Data."ACEEE (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(link is external)
Langner, Rois, Eliot Crowe, and Jessica Granderson."Quantifying the Value of Grid-Interactive Efficient Buildings through Field Study." (2022).
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(link is external)
Crowe, Eliot, Yimin Chen, Jessica Granderson, Hayden Reeve, 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(link is external)
Casillas, Armando, Yimin Chen, Guanjing Lin, Jessica Granderson, Sen Huang, and Zhelun Chen."Modeling Air Handling Units to Create a Diverse Fault Dataset for FDD Innovation: Lessons Learned and Recommendations."7th International High Performance Buildings Conference (2022). DOI(link is external)
Chen, Yimin, Guanjing Lin, Zhelun Chen, Jin Wen, and Jessica Granderson."A simulation-based evaluation of fan coil unit fault effects."Energy and Buildings 263 (2022). DOI(link is external)
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).
Zhang, Kun, David Blum, Hwakong Cheng, Gwelen Paliaga, Michael Wetter, and Jessica Granderson."Estimating ASHRAE Guideline 36 energy savings for multi-zone variable air volume systems using Spawn of EnergyPlus."Journal of Building Performance Simulation 15.2 (2022) 215 - 236. DOI(link is external)
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." (2022).
Chen, Yimin, Eliot Crowe, Guanjing Lin, and Jessica Granderson."Integration of FDD Data to Aid HVAC System Maintenance."The 9th ACM International Conference on Systems for Energy-Efficient Built Environments (BuildSys 2022) (2022). DOI(link is external)
Chen, Yimin, Zhelun Chen, Guanjing Lin, Jin Wen, and Jessica Granderson."A simulation-based method to analyze fan coil unit fault impacts."2022 ASHRAE Summer Conference (2022).

2021

Touzani, Samir, Anand Prakash, Zhe Wang, Shreya Agarwal, Marco Pritoni, Mariam Kiran, Richard E. Brown, and Jessica Granderson."Controlling distributed energy resources via deep reinforcement learning for load flexibility and energy efficiency."Applied Energy 304 (2021) 117733. DOI(link is external)
Touzani, Samir, Anand Prakash, Zhe Wang, Shreya Agarwal, Marco Pritoni, Mariam Kiran, Richard E. Brown, and Jessica Granderson."Controlling distributed energy resources via deep reinforcement learning for load flexibility and energy efficiency."Applied Energy (2021). DOI(link is external)
Chen, Yimin, Guanjing Lin, Eliot Crowe, and Jessica Granderson."Development of a Unified Taxonomy for HVAC System Faults."Energies 14.17 (2021) 5581. DOI(link is external)
Chen, Yimin, Guanjing Lin, Eliot Crowe, and Jessica Granderson."Development of a Unified Taxonomy for HVAC System Faults."Energies 14 (2021).