Commercial Building Systems

Zanetti, Ettore, David Blum, Marco Pritoni, and Mary Ann Piette. "Field Performance of Commercial Building Load Flexibility Using Model Predictive Control." 8th International High Performance Buildings Conference at Purdue. West Lafayette, IN, 2024.

Ding, Chao, Jing Ke, Mark D Levine, and Nan Zhou. "Potential of artificial intelligence in reducing energy and carbon emissions of commercial buildings at scale." Nature Communications 15 (2024).

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Robinson, Alastair, Samuel Fernandes, Tianzhen Hong, Sang Hoon Lee, Ronnen M Levinson, and Mary Ann Piette. Potential Urban Heat Island Countermeasures and Building Energy Efficiency Improvements in Los Angeles County. 2024.

Wan, Shanshan, Mengnan Zhao, Yimin Chen, Shuyue Yang, Dongwei Qiu, and James Lo. "A novel data-driven relationship inference approach for automatic data tagging in building heating, ventilation and air conditioning systems." Building and Environment Vol. No.246 (2023).

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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.

Shackelford, Jordan, Alastair Robinson, Cynthia Regnier, and Sang Hoon Lee. Getting Beyond Widgets: Performance of Efficient Indoor Air Quality System Retrofit Packages for Schools. 2023.

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 Pritonic, 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.