Bottom-up quantification of energy flexibility in cluster of residential heat pump systems. - Muhammad Hafeez Saeed; Hussain Syed Kazmi; Geert Deconinck (ISGT-Europe, 2022)

Physics-informed model-based reinforcement learning (PI-MBRL) to control building heating systems in low training data regimes. - Muhammad Hafeez Saeed; Hussain Syed Kazmi; Geert Deconinck (BuildSys, 2023)

Physics informed Deep-o-Nets as universal approximator for modelling district-level building heating systems. - Muhammad Hafeez Saeed; Hussain Syed Kazmi; Geert Deconinck (BuildSys, 2024)