Soil moisture map construction using microwave remote sensors and sequential data assimilation. - Bernard T. Agyeman; Song Bo; Soumya R. Sahoo; Xunyuan Yin; Jinfeng Liu 001; Sirish L. Shah (CoRR, 2020)

Soil moisture map construction by sequential data assimilation using an extended Kalman filter. - Bernard T. Agyeman; Song Bo; Soumya R. Sahoo; Xunyuan Yin; Jinfeng Liu 001; Sirish L. Shah (ACC, 2021)

LSTM-based model predictive control with discrete inputs for irrigation scheduling. - Bernard T. Agyeman; Soumya R. Sahoo; Jinfeng Liu 001; Sirish L. Shah (CoRR, 2021)

Knowledge-based optimal irrigation scheduling of agro-hydrological systems. - Soumya R. Sahoo; Bernard T. Agyeman; Sarupa Debnath; Jinfeng Liu 001 (CoRR, 2021)

Impact of sensor placement in soil water estimation: A real-case study. - Erfan Orouskhani; Soumya R. Sahoo; Bernard T. Agyeman; Song Bo; Jinfeng Liu 001 (CoRR, 2022)

An Error-Triggered Adaptive Model Reduction and Soil Moisture Estimation for Agro-Hydrological System. - Sarupa Debnath; Soumya Ranjan Sahoo; Bernard T. Agyeman; Xunyuan Yin; Jinfeng Liu 001 (CDC, 2023)

Maximizing soil moisture estimation accuracy through simultaneous hydraulic parameter estimation using microwave remote sensing: Methodology and application. - Bernard T. Agyeman; Erfan Orouskhani; Mohamed Naouri; Willemijn Appels; Maik Wolleben; Jinfeng Liu 001; Sirish L. Shah (CoRR, 2023)

Integrating machine learning paradigms and mixed-integer model predictive control for irrigation scheduling. - Bernard T. Agyeman; Mohamed Naouri; Willemijn Appels; Jinfeng Liu 001; Sirish L. Shah (CoRR, 2023)

Optimizing the switching operation in monoclonal antibody production: Economic MPC and reinforcement learning. - Sandra A. Obiri; Song Bo; Bernard T. Agyeman; Benjamin Decardi-Nelson; Jinfeng Liu 001 (CoRR, 2023)

Control invariant set enhanced safe reinforcement learning: Improved sampling efficiency, guaranteed stability and robustness. - Song Bo; Bernard T. Agyeman; Xunyuan Yin; Jinfeng Liu 001 (Comput. Chem. Eng., 2023)

Performance triggered adaptive model reduction for soil moisture estimation in precision irrigation. - Sarupa Debnath; Bernard T. Agyeman; Soumya R. Sahoo; Xunyuan Yin; Jinfeng Liu 001 (CoRR, 2024)

A semi-centralized multi-agent RL framework for efficient irrigation scheduling. - Bernard T. Agyeman; Benjamin Decardi-Nelson; Jinfeng Liu 001; Sirish L. Shah (CoRR, 2024)

ReLU Surrogates in Mixed-Integer MPC for Irrigation Scheduling. - Bernard T. Agyeman; Jinfeng Liu 001; Sirish L. Shah (CoRR, 2024)

Computing control invariant set using reinforcement learning by leveraging default value function. - Song Bo; Bernard T. Agyeman; Benjamin Decardi-Nelson; Haihan Wang; Jinfeng Liu 001 (Comput. Chem. Eng., 2025)