Jessica Granderson

Publications

Viewing 25 of 114 publications

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 304 (2021) 117733.

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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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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.

Touzani, Samir, and Jessica Granderson. "Open Data and Deep Semantic Segmentation for Automated Extraction of Building Footprints." Remote Sensing Vol.13 No.2578 (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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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.

2020

Piette, Mary Ann, Richard C Diamond, Stephen E Selkowitz, Stephane de la Rue du Can, Tianzhen Hong, Kaiyu Sun, Paul A Mathew, Iain S Walker, Alan K Meier, Erik Page, Jessica Granderson, Nan Zhou, and Peter Alstone. "Chapter 2: Global Opportunities and Challenges in Energy and Environmental Issues in the Buildings Sector." World Scientific Series in Current Energy Issues. World Scientific Series in Current Energy Issues, 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.

Bergmann, Harry, Cory Mosiman, Avijit Saha, Selam Haile, William Livingood, Steven Bushby, Gabe Fierro, Joel Bender, Michael Poplawski, Jessica Granderson, and Marco Pritoni. "Semantic Interoperability to Enable Smart, Grid-Interactive Efficient Buildings." 2020 Summer Study on Energy Efficiency in Buildings. 2020.

Granderson, Jessica, Eliot Crowe, Samir Touzani, and Samuel Fernandes. "Meter-Based Assessment of the Time and Locational Benefits of a Large Utility’s DSM Portfolio." 2020 Summer Study on Energy Efficiency in Buildings. 2020.

Prakash, Anand, Samir Touzani, Mariam Kiran, Shreya Agarwal, Marco Pritoni, and Jessica Granderson. "Deep Reinforcement Learning in Buildings: Implicit Assumptions and their Impact." RLEM’20: Proceedings of the 1st International Workshop on Reinforcement Learning for Energy Management in Buildings & Cities. 2020.

Zhang, Kun, David Blum, Milica Grahovac, Jianjun Hu, Jessica Granderson, and Michael Wetter. "Development and Verification of Control Sequences for Single- Zone Variable Air Volume System Based on ASHRAE Guideline 36." American Modelica Conference 2020. Boulder, Colorado: Proceedings of the American Modelica Conference 2020, 2020.

Pritoni, Marco, Anand Prakash, David Blum, Kun Zhang, Rui Tang, and Jessica Granderson. "Advanced control sequences and FDD technology. Just shiny objects, or ready for scale?." ACEEE Summer Study 2020. 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.

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." ACEEE Summer Study on Energy Efficiency in Buildings. 2020.

Casillas, Armando, Guanjing Lin, and Jessica Granderson. "Curation of Ground-Truth Validated Benchmarking Datasets for Fault Detection & Diagnostics Tools." 2020 ACEEE Summer Study. 2020.

Kramer, Hannah, Claire Curtin, Guanjing Lin, Eliot Crowe, and Jessica Granderson. Proving the Business Case for Building Analytics. 2020.

Touzani, Samir, Marc Wudunn, Avideh Zakhor, Marco Pritoni, Reshma Singh, Harry Bergmann, and Jessica Granderson. "Machine Learning for Automated Extraction of Building Geometry." The American Council for an Energy-Efficient Economy. 2020.

Granderson, Jessica, Samuel Fernandes, Samir Touzani, Chih-Cheng Lee, Eliot Crowe, and Margaret Sheridan. "Spatio-temporal impacts of a utility’s efficiency portfolio on the distribution grid." Energy 212.118669 (2020).

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Crowe, Eliot, Evan Mills, Tom Poeling, Claire Curtin, Diana Bjornskov, Liz Fischer, and Jessica Granderson. "Building Commissioning Costs and Savings Across Three Decades and 1,500 North American Buildings." Energy and Buildings 227.110408 (2020).

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WuDunn, Mark, Avideh Zakhor, Samir Touzani, and Jessica Granderson. "Aerial 3D Building Reconstruction from RGB Drone Imagery." SPIE Geospatial Informatics X. 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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Kramer, Hannah, Rui Tang, Richard E Brown, Claire Curtin, and Jessica Granderson. Market Brief: Customer-sited Distributed Energy Resources. 2020.