Samir Touzani
Publications
Viewing 25 of 27 publications
2022
2021
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Controlling distributed energy resources via deep reinforcement learning for load flexibility and energy efficiency." Applied Energy 304 (2021) 117733.
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Open Data and Deep Semantic Segmentation for Automated Extraction of Building Footprints." Remote Sensing Vol.13 No.2578 (2021).
, and . "Assessment of Model-Based Peak Electric Consumption Prediction for Commercial Buildings." Energy and Building 245 (2021).
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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.
, , , and . "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.
, , , , , and . "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.
, , , and . "Machine Learning for Automated Extraction of Building Geometry." The American Council for an Energy-Efficient Economy. 2020.
, , , , , , and . "Spatio-temporal impacts of a utility’s efficiency portfolio on the distribution grid." Energy 212.118669 (2020).
, , , , , and . "Aerial 3D Building Reconstruction from RGB Drone Imagery." SPIE Geospatial Informatics X. 2020.
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Evaluation of Methods to Assess the Uncertainty in Estimated Energy Savings." Energy and Buildings 193 (2019).
, , , and . "Statistical change detection of building energy consumption: Applications to savings estimation." Energy and Buildings 185 (2019) 123–136.
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Technology Assessments of High Performance Envelope with Optimized Lighting, Solar Control, and Daylighting. Berkeley, CA: Lawrence Berkeley National Laboratory, 2016.
, , , , , , and . 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).
, , , and . "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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Field evaluation of performance of HVAC optimization system in commercial buildings." Energy and Buildings 173 (2018) 577–586.
, , , , and . "Gradient boosting machine for modeling the energy consumption of commercial buildings." Energy and Buildings (2018).
, , and . "Corporate Delivery of a Global Smart Buildings Program." Energy Engineering (2018).
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Application of Automated Measurement and Verification to Utility Energy Efficiency Program Data." Energy and Buildings 142 (2017) 191–199.
, , , and . "2015
M & V Shootout: Setting the Stage For Testing the Performance of New Energy Baseline." 2015 International Energy Program Evaluation Conference. Long Beach, CA, 2015.
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