Commercial Building Systems

Kramer, Hannah, Nora Hart, Jessica Granderson, and Tom Abram. Framework for Greenhouse Gas Emissions Reduction Planning: Building Portfolios. 2023.

Liu, Jingjing, Lili Yu, Rongxin Yin, Mary Ann Piette, Marco Pritoni, Armando Casillas, and Peter Schwartz. Factors Influencing Building Demand Flexibility. 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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Regnier, Cynthia, Luis L Fernandes, Kaiyu Sun, Pia Engel-Moss, Tom Abram, Luke McGuire, and Ruju Rathod. Integrated Whole-Building Zero Net Energy Retrofits for Small Commercial Offices. 2023.

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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Chen, Zhelun, Zheng O’Neill, Jin Wen, Ojas Pradhan, Tao Yang, Xing Lu, Guanjing Lin, Shohei Miyata, Seungjae Lee, Chou Shen, Roberto Chiosa, Marco Savino Piscitelli, Alfonso Capozzoli, Franz Hengel, Alexander Kuhrer, Marco Pritoni, Wei Liu, John Claub, Yimin Chen, and Terry Herr. "A review of data-driven fault detection and diagnostics for building HVAC systems." Applied Energy Vol.339 No.121030 (2023).

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Mathew, Paul A, Jordan Shackelford, Cynthia Regnier, Sang Hoon Lee, and Travis Walter. "Energy efficiency package for rooftop unit replacement: laboratory testing and validation of energy savings." Science and Technology for the Built Environment (2022).

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Casquero-Modrego, Nuria, WR Chan, Brennan Less, and Iain S Walker. "Getting to Scale for Decarbonizing Homes in the US: An Industry Survey." SBE22Delft - Innovations for the Urban Energy Transition: Preparing for the European Renovation Wave. 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, Pratap 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, Jin Wen, Ojas Pradhan, James Lo, and Teresa Wu. "Using discrete Bayesian networks for diagnosing and isolating cross-level faults in HVAC systems." Applied Energy 327 (2022).

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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.

Chen, Yimin, Jin Wen, and James Lo. "Using Weather and Schedule based Pattern Matching and Feature based PCA for Whole Building Fault Detection — Part II Field Evaluation." Journal of Engineering for Sustainable Buildings and Cities (2022).

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