Commercial Building Systems

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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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.

Chen, Yimin, Jin Wen, and James Lo. "Using Weather and Schedule based Pattern Matching and Feature based PCA for Whole Building Fault Detection — Part I Development of the Method." ASME Journal of Engineering for Sustainable Buildings and Cities 3 (2022).

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Pradhan, Ojas, Jin Wen, Yimin Chen, Xing Lu, Mengyuan Chu, Yangyang Fu, Zheng O’Neill, Teresa Wu, and Selcuk Candan. "Dynamic Bayesian Network-Based Fault Diagnosis for ASHRAE Guideline 36: High Performance Sequence of Operation for HVAC Systems." The 1st ACM International Workshop on Big Data and Machine Learning for Smart Buildings and Cities (ACM BALANCES). 2021.

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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Regnier, Cynthia, Paul A Mathew, Leo Rainer, and Christopher CaraDonna. Systems Packages for Washington State Building Performance Standard Incentive Program: Phase 1 Analysis. 2022.

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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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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Robinson, Alastair, and Ranjith Narasimhamurthy. Validation of District Energy Systems for American Communities. 2021.

Less, Brennan, Iain S Walker, Nuria Casquero-Modrego, and Leo I Rainer. The Cost of Decarbonization and Energy Upgrade Retrofits for US Homes. 2021.

Chen, Yimin, Guanjing Lin, Eliot Crowe, and Jessica Granderson. "Development of a Unified Taxonomy for HVAC System Faults." Energies 14 (2021).

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Touzani, Samir, Marc Wudunn, Samuel Fernandes, Avideh Zakhor, Rohullah Najibi, and Jessica Granderson. A MACHINE LEARNING APPROACH TO ESTIMATE WINDOWS-TO-WALL RATIO USING DRONE IMAGER. 2021.

Singer, Brett C, Haoran Zhao, Chelsea V Preble, William W Delp, Jovan Pantelic, Michael D Sohn, and Thomas W Kirchstetter. "Measured Influence of Overhead HVAC on Exposure to Airborne Contaminants from Simulated Speaking in a Meeting and a Classroom." Indoor Air (2021).

Supplemental Information

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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).

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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).

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Satchwell, Andrew, Mary Ann Piette, Aditya Khandekar, Jessica Granderson, Natalie Mims Frick, Ryan Hledik, Ahmad Faruqui, Long Lam, Stephanie Ross, Jesse Cohen, Kitty Wang, Daniela Urigwe, Dan Delurey, Monica Neukomm, and David Nemtzow. A National Roadmap for Grid-Interactive Efficient Buildings. 2021.

Walter, Travis, and Paul A Mathew. "GHG policy impacts for Seattle’s buildings: targets, timing, and scope." Buildings and Cities 2 (2021).

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Chan, Wanyu R, Brennan Less, and Iain S Walker. DOE Deep Energy Retrofit Cost Survey. 2021.