Commercial Building Systems

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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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.

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Fujita, K Sydny, Zach Ancona, Louisa Kramer, James Diffendorfer, Mary Straka, Tandie E Gautreau, Dana Robson, Ben Hoen, and Chris Garrity. "Georectified polygon database of ground-mounted large-scale solar photovoltaic sites in the United States." Scientific Data (2023).

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Coleman, Philip, and Christine Walker. "Recommended vs. Actual Escalation Rates For ESPCs: Is the Guidance Good?." International Journal of Energy Management 5.1 (2023).

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Earni, Shankar, and Philip Coleman. "Better bang for your buck? Comparing savings realization from ESPCs and direct-funded projects." ACEEE Summer Study 2022. 2022.

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Liu, Jingjing, Rongxin Yin, Lili Yu, Mary Ann Piette, Marco Pritoni, Armando Casillas, Jiarong Xie, Tianzhen Hong, Monica Neukomm, and Peter Schwartz. "Defining and applying an electricity demand flexibility benchmarking metrics framework for grid-interactive efficient commercial buildings." Advances in Applied Energy 8 (2022) 100107.

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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.

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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.

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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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Mathew, Paul A, Philip Coleman, Cynthia Regnier, Jordan Shackelford, Duane Kubischta, Sarah Zaleski, and Blake Dressel. "Package deals for deep savings: Scaling deep retrofits in commercial buildings with integrated systems packages." ACEEE. 2020.

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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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Mathew, Paul A, Cynthia Regnier, Jordan Shackelford, and Travis Walter. Leading in Los Angeles: Demonstrating scalable emerging energy efficient technologies for integrated façade, lighting, and plug loads INTER System FLEXLAB Test Report. 2020.

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Touzani, Samir, Baptiste Ravache, Eliot Crowe, and Jessica Granderson. "Statistical change detection of building energy consumption: Applications to savings estimation." Energy and Buildings 185 (2019) 123–136.

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Granderson, Jessica, Guanjing Lin, David Blum, Janie Page, Michael Spears, and Mary Ann Piette. "Integrating diagnostics and model-based optimization." Energy and Buildings 182 (2019) 187–195.

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Granderson, Jessica, Guanjing Lin, Rupam Singla, Ebony Mayhorn, Paul Ehrlich, and Draguna Vrabie. "Commercial Fault Detection and Diagnostics Tools: What They Offer, How They Differ, and What’s Still Needed." 2018 ACEEE Summer Study on Energy Efficiency in Buildings. 2018.

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Regnier, Cynthia, Paul A Mathew, Alastair Robinson, Peter Schwartz, Jordan Shackelford, and Travis Walter. Energy Cost Savings of Systems-Based Building Retrofits: A Study of Three Integrated Lighting Systems in Comparison with Component Based Retrofits. 2018.

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Granderson, Jessica, Guanjing Lin, David Blum, Shankar Earni, Janie Page, and Mary Ann Piette. Optimizing Operational Efficiency: Integrating Energy Information Systems and Model-Based Diagnostics. 2017.

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Regnier, Cynthia, Paul A Mathew, Alastair Robinson, Jordan Shackelford, Peter Schwartz, and Travis Walter. Xcel Energy – LBNL ‘Beyond Widgets’ Project Workstation Specific Lighting with Daylight Dimming Controls System Program Manual. 2017.

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Singh, Reshma, Paul A Mathew, Jessica Granderson, Yash Shukla, and Amiya Ranjan Behera. "Packaged Scalable Energy Information Systems for Hotels." Ed. Michael Pitt. Journal of Facilities Management 16.2 (2018) 119–141.

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