Publications: EMIS

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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). DOI
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). DOI
Casillas, Armando, Guanjing Lin, and Jessica Granderson."Curation of Ground-Truth Validated Benchmarking Datasets for Fault Detection & Diagnostics Tools."2020 ACEEE Summer Study (2020). DOI
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). DOI
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).
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). DOI
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).
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). DOI
Granderson, Jessica, Guanjing Lin, Ari Harding, Piljae Im, and Yan Chen."Building fault detection data to aid diagnostic algorithm creation and performance testing."Nature: Scientific Data Vol.7 No.65 (2020).
Kramer, Hannah, Rui Tang, Richard E Brown, Claire Curtin, and Jessica Granderson."Market Brief: Customer-sited Distributed Energy Resources." (2020). DOI
Lin, Guanjing, Hannah Kramer, and Jessica Granderson."Building fault detection and diagnostics: Achieved savings, and methods to evaluate algorithm performance."Building and Environment 168 (2020) 106505. DOI
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). DOI

2019

Granderson, Jessica, Samir Touzani, Eliot Crowe, Samuel Fernandes, Shankar Earni, and Kaiyu Sun."Realizing high-accuracy low-cost measurement and verification for deep cost savings." (2019). DOI
Singh, Reshma, Paul A Mathew, Jessica Granderson, and Yash Shukla."Energy Information Systems: From the Basement to the Boardroom." (2019). DOI
Crowe, Eliot, Jessica Granderson, and Samuel Fernandes."From Theory to Practice: Lessons Learned from an Advanced M&V Commercial Pilot."International Energy Program Evaluation Conference (2019).
Frank, Stephen, Guanjing Lin, Xin Jin, Rupam Singla, Amanda Farthing, and Jessica Granderson."A performance evaluation framework for building fault detection and diagnosis algorithms."Energy and Buildings 192 (2019) 84 - 92. DOI
Touzani, Samir, Jessica Granderson, David A Jump, and Derrick Rebello."Evaluation of Methods to Assess the Uncertainty in Estimated Energy Savings."Energy and Buildings 193 (2019). DOI
Kramer, Hannah, Guanjing Lin, Claire Curtin, Eliot Crowe, and Jessica Granderson."Building analytics and monitoring-based commissioning: industry practice, costs, and savings."Energy Efficiency (2019). DOI
Hu, R L, Jessica Granderson, David M Auslander, and Alice M Agogino."Design of machine learning models with domain experts for automated sensor selection for energy fault detection."Applied Energy 235 (2019) 117 - 128. DOI
Blum, David, K Arendt, Lisa Rivalin, Mary Ann Piette, Michael Wetter, and C.T Veje."Practical factors of envelope model setup and their effects on the performance of model predictive control for building heating, ventilating, and air conditioning systems."Applied Energy 236 (2019) 410 - 425. DOI
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. DOI
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. DOI

2018

Granderson, Jessica, Guanjing Lin, Rupam Singla, Samuel Fernandes, and Samir Touzani."BuildingIQ Technology Field Validation." (2018). DOI
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).