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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)
Roa, Carlos Duarte, Paul Raftery, Ruiji Sun, Lazlo Paul, Anand Krishnan Prakash, Marco Pritoni, Gabe Fierro, and Therese Peffer."Towards a Stronger Foundation: Digitizing Commercial Buildings with Brick to Enable Portable Advanced Applications."2022 Summer Study on Energy Efficiency in Buildings (2022). DOI(link is external)
Roth, Amir, Michael Wetter, Kyle Benne, Yan Chen, Gabriel Fierro, Marco Pritoni, Avijit Saha, and Draguna Vrabie."Towards Digital and Performance-Based Supervisory HVAC Control Delivery."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).
Yu, Lili, Jingjing Liu, Rongxin Yin, Mary Ann Piette, Marco Pritoni, Armando Casillas, Monica Neukomm, and Amir Roth."When Do Efficiency and Demand Flexibility Go Hand-in-hand?."2022 Summer Study on Energy Efficiency in Buildings (2022). DOI(link is external)
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)
Walter, Travis, and Paul A. Mathew."City-level impacts of building tune-ups: Findings from Seattle’s building tune-ups program."Energy Policy (2022). DOI(link is external)
Regnier, Cynthia, and Alastair Robinson."BEYOND WIDGETS SYSTEM PACKAGES Deployment Strategies." (2022).
Regnier, Cynthia, Paul A. Mathew, Leo Rainer, and Christopher CaraDonna."Systems Packages for Washington State Building Performance Standard Incentive Program: Phase 1 Analysis." (2022).
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)
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). 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).
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).
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 (2021). DOI(link is external)
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). 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).
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). DOI(link is external)
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). DOI(link is external)