Yimin Chen

Publications

Viewing 25 of 25 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

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.

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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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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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.

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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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.

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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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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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.

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

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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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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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2020

Lin, Guanjing, Marco Pritoni, Yimin Chen, Jessica Granderson, Ricardo Moromisato, and Stephen Kozlen. "Can We Fix It Automatically? Development of Fault Auto-Correction Algorithms for HVAC and Lighting Systems." ACEEE Summer Study. 2020.

Chen, Yimin, Eliot Crowe, Guanjing Lin, and Jessica Granderson. "What’s in a Name? Developing a Standardized Taxonomy for HVAC System Faults." 2020 ACEEE Summer Study on Energy Efficiency in Buildings. 2020.

Lin, Guanjing, Marco Pritoni, Yimin Chen, and Jessica Granderson. "Development and Implementation of Fault-Correction Algorithms in Fault Detection and Diagnostics Tools." Energies 13 (2020).

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