DDes Program News
Follow along for news and updates about GSD doctoral students and recent alumni.
Books
Articles
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"Ensembled Deep Learning-based Model Predictive Control for Automatic Window Operations in Winter"
By Elence Xinzhu Chen (DDes '24), Xu Han, Ali Malkawi, Na Li, ASHRAE Transactions, 2023
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"Development of window scheduler algorithm exploiting natural ventilation and thermal mass for building energy simulation and smart home controls"
By Nari Yoon (DDes '19), Leslie Norford, Michael Wetter, Ali Malkawi, Journal of Building Engineering, 2023
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"Design and applications of an IoT architecture for data-driven smart building operations and experimentation"
By Ali Malkawi, Stephen Ervin, Xu Han, Elence Xinzhu Chen (DDes '24), Sunghwan Lim, Spyridon Ampanovos (DDes '22), Peter Howard, Energy and Buildings, 2023
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"Data-informed building energy management (DiBEM) towards ultra-low energy buildings"
By Jung Min Han (DDes '22), Sunghwan Lim, Ali Malkawi, Xu Han, Elence Xinzhu Chen (DDes '24), Shide Salimi, Tor Helge Dokka, Tine Hegli, Kristian Edwards, Energy and Buildings, 2023
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"Adaptive model predictive control with ensembled multi-time scale deep-learning models for smart control of natural ventilation"
By Elence Xinzhu Chen (DDes '24), Xu Han, Ali Malkawi, Runyu Zhang, Na Li, Building and Environment, 2023