Jessica Granderson

Publications

Viewing 25 of 114 publications

2024

Casillas, Armando, Jessica Granderson, Yimin Chen, John House, Guanjing Lin, Weiping Huang, Guhan Velmurugan, and Marco Pritoni. "Innovating the next generation of commercial smart building software." ACEEE Summer Study . 2024.

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.

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).

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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).

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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).

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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).

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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.

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.

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. West Lafayette, Indiana: Purdue University, 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. Pacific Grove, CA: ACEEE, 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. Pacific Grove, CA: ACEEE, 2022.

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.

Langner, Rois, Eliot Crowe, and Jessica Granderson. "Quantifying the Value of Grid-Interactive Efficient Buildings through Field Study." 2022.

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.

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. Pacific Grove, CA: ACEEE, 2022.

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.

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).

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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).

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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).

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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.

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2021

Ebrahimifakhar, Amir, David Yuill, Amanda Smith, Jessica Granderson, Eliot Crowe, Yimin Chen, and Hayden Reeve. "Analysis of Automated Fault Detection and Diagnostics Records as an Indicator of HVAC Fault Prevalence: Methodology and Preliminary Results." International High Performance Buildings Conference. 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 (2021).

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Chen, Yimin, Guanjing Lin, Eliot Crowe, and Jessica Granderson. "Development of a Unified Taxonomy for HVAC System Faults." Energies 14.17 (2021) 5581.

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