• Day-Ahead Prediction of Plug-In Loads Using a Long Short-Term Memory Neural Network 

      Markovic, Romana; Azar, Elie; Annaqeeb, Masab Khalid; Frisch, Jerome; Treeck van, Christoph (Peer reviewed; Journal article, 2021)
      The aim of this work is to develop and validate a miscellaneous electric loads (MEL) predictive model that does not require occupant-wise or building-wise model training nor model adaptation while achieving competitive ...
    • Modeling occupant behavior in buildings 

      Carlucci, Salvatore; De Simone, Marilena; Firth, Steven K.; Kjærgaard, Mikkel B.; Markovic, Romana; Rahaman, Mohammed Saidur; Annaqeeb, Masab Khalid; Biandrate, Silvia; Das, Anooshmita; Dziedzic, Jakub Wladyslaw; Fajilla, GIanmarco; Favero, Matteo; Ferrando, Martina; Hahn, Jakob; Han, Mengjie; Peng, Yuzhen; Salim, Flora; Schluter, Arno; Van Treeck, Christoph (Journal article; Peer reviewed, 2020)
      In the last four decades several methods have been used to model occupants' presence and actions (OPA) in buildings according to different purposes, available computational power, and technical solutions. This study reviews ...
    • Non-Intrusive Data Monitoring and Analysis of Occupant Energy-Use Behaviors in Shared Office Spaces 

      Annaqeeb, Masab Khalid; Markovic, Romana; Novakovic, Vojislav; Azar, Elie (Peer reviewed; Journal article, 2020)
      A non-intrusive data collection framework is developed to analyze the desk-level occupancy and energy use patterns of occupants in shared office spaces. The framework addresses the limitations of previous studies in the ...