Samuel Fernandes

Publications

Viewing 25 of 25 publications

2026

Granderson, Jessica, Samuel Fernandes, and Eliot Crowe. "A hybrid statistical-engineering approach to enhance the performance of non-routine event detection in building energy savings estimation." Energy and Buildings 360 (2026) 117318.

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2024

Fernandes, Samuel, Eliot Crowe, Jessica Granderson, Brian Clarke, Jason Rodriguez, Robert Renz, Xiaohui Zhou, and Scott Hackel. Energy Management and Information Systems (EMIS) Technology Transfer Guidance for Implementing Smart Building Data Analytics. 2024.

Executive Summary PDF

Robinson, Alastair, Samuel Fernandes, Tianzhen Hong, Sang Hoon Lee, Ronnen M Levinson, and Mary Ann Piette. Potential Urban Heat Island Countermeasures and Building Energy Efficiency Improvements in Los Angeles County. 2024.

2023

Granderson, Jessica, Samuel Fernandes, Eliot Crowe, Mrinalini Sharma, David A Jump, and Devan Johnson. "Accuracy of hourly energy predictions for demand flexibility applications." Energy and Buildings Vol.295 No.113297 (2023).

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Granderson, Jessica, Samuel Fernandes, and Anand Prakash. "Unmanned Aerial Vehicle Image Dataset of the Built Environment for 3D reconstruction (UAVID3D)." (2023).

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2022

Singh, Reshma, Samuel Fernandes, Anand Prakash, Paul A Mathew, Jessica Granderson, Colman Snaith, Rahul Pusapati, Pratap Jadhav, Avideh Zakhor, Rishi Upadhyay, Ozgur Gonen, and Harry Bergmann. "Scaling Building Energy Audits through Machine Learning Methods on Novel Drone Image Data." 2022 Summer Study on Energy Efficiency in Buildings. Pacific Grove, CA: ACEEE, 2022.

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. 2022.

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.

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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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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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.

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.

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.

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.

2018

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

Granderson, Jessica, Guanjing Lin, Rupam Singla, Samuel Fernandes, and Samir Touzani. "Field evaluation of performance of HVAC optimization system in commercial buildings." Energy and Buildings 173 (2018) 577–586.

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Touzani, Samir, Jessica Granderson, and Samuel Fernandes. "Gradient boosting machine for modeling the energy consumption of commercial buildings." Energy and Buildings (2018).

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Fernandes, Samuel, Jessica Granderson, Rupam Singla, and Samir Touzani. "Corporate Delivery of a Global Smart Buildings Program." Energy Engineering (2018).

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2017

Fernandes, Samuel, and Jessica Granderson. "The State of Advanced Measurement and Verification Technology and Industry Application." The Electricity Journal 30.8 (2017) 8–16.

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Granderson, Jessica, Samir Touzani, Samuel Fernandes, and Cody Taylor. "Application of Automated Measurement and Verification to Utility Energy Efficiency Program Data." Energy and Buildings 142 (2017) 191–199.

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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).

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Granderson, Jessica, Erin L Hult, Samuel Fernandes, Paul A Mathew, and Robin Mitchell. "Unlocking Energy Efficiency in Small Commercial Buildings through Mechanical Contractors." Journal of Architectural Engineering (2016).

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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.

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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. Long Beach, CA, 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. Berkeley: LBNL, 2015.