Publications

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).

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). DOI
WuDunn, Mark, Avideh Zakhor, Samir Touzani, and Jessica Granderson."​Aerial 3D Building Reconstruction from RGB Drone Imagery."SPIE Geospatial Informatics X (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). DOI

2019

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

2018

Granderson, Jessica, Guanjing Lin, Rupam Singla, Samuel Fernandes, and Samir Touzani."BuildingIQ Technology Field Validation." (2018). DOI
Fernandes, Samuel, Jessica Granderson, Rupam Singla, and Samir Touzani."Corporate Delivery of a Global Smart Buildings Program."Energy Engineering (2018). DOI
Touzani, Samir, Jessica Granderson, and Samuel Fernandes."Gradient boosting machine for modeling the energy consumption of commercial buildings."Energy and Buildings (2018). DOI

2017

Granderson, Jessica, Samir Touzani, Samuel Fernandes, and Cody Taylor."Application of Automated Measurement and Verification to Utility Energy Efficiency Program Data."Energy and Buildings (2017) 191-199. DOI

2016

Granderson, Jessica, Samir Touzani, Cody Taylor, and Samuel Fernandes."Will the Measurement Robots Take Our Jobs? An Update on the State of Automated M&V for Energy Efficiency Programs."Proceedings of the 2016 ACEEE Summer Study on Energy Efficiency in Buildings, Pacific Grove, CA, August 2016." (2016).
Granderson, Jessica, Samir Touzani, Claudine Y. Custodio, Michael D. Sohn, David A. Jump, and Samuel Fernandes."Accuracy of Automated Measurement and Verification (M&V) Techniques for Energy Savings in Commercial Buildings."Applied Energy 173 (2016) 296-308. DOI

2015

Granderson, Jessica, Samir Touzani, Claudine Y. Custodio, Michael D. Sohn, Samuel Fernandes, and David A. Jump."Assessment of Automated Measurement and Verification (M&V) Methods." (2015).
Touzani, Samir, Claudine Y. Custodio, Michael D. Sohn, Samuel Fernandes, Jessica Granderson, David A. Jump, and Cody Taylor."M & V Shootout: Setting the Stage For Testing the Performance of New Energy Baseline."2015 International Energy Program Evaluation Conference (2015).