Multi-Step Simulation Improvement for Time Series Using Exogenous State Variables. - Esmaeel Mohammadi; Daniel Ortiz Arroyo; Mikkel Stokholm-Bjerregaard; Petar Durdevic (ICINCO (1), 2024)

Improved Long Short-Term Memory-based Wastewater Treatment Simulators for Deep Reinforcement Learning. - Esmaeel Mohammadi; Daniel Ortiz Arroyo; Mikkel Stokholm-Bjerregaard; Aviaja Anna Hansen; Petar Durdevic (CoRR, 2024)

Wastewater Treatment Plant Data for Nutrient Removal System. - Esmaeel Mohammadi; Anju Rani; Mikkel Stokholm-Bjerregaard; Daniel Ortiz Arroyo; Petar Durdevic (CoRR, 2024)

Deep learning based simulators for the phosphorus removal process control in wastewater treatment via deep reinforcement learning algorithms. - Esmaeel Mohammadi; Mikkel Stokholm-Bjerregaard; Aviaja Anna Hansen; Per Halkjær Nielsen; Daniel Ortiz Arroyo; Petar Durdevic (Eng. Appl. Artif. Intell., 2024)

Application of Soft Actor-Critic algorithms in optimizing wastewater treatment with time delays integration. - Esmaeel Mohammadi; Daniel Ortiz Arroyo; Aviaja Anna Hansen; Mikkel Stokholm-Bjerregaard; Sébastien Gros; Akhil S. Anand; Petar Durdevic (Expert Syst. Appl., 2025)