38 citations · 73 across the 24 of their papers we have counts for
6 papers · 1 filter
Adaptive model reduction and state estimation of agro-hydrological systems
Soumya R. Sahoo, Jinfeng Liu
Closed-loop irrigation can deliver a promising solution for precision irrigation. The accurate soil moisture (state) estimation is critical in implementing the closed-loop irrigati…
Knowledge-based optimal irrigation scheduling of agro-hydrological systems
Soumya R. Sahoo, Bernard T. Agyeman, Sarupa Debnath +1
The typical agricultural irrigation scheduler provides information on how much to irrigate and when to irrigate. The accurate and effective scheduler decision for a large agricultu…
LSTM-based model predictive control with discrete inputs for irrigation scheduling
Bernard T. Agyeman, Soumya R. Sahoo, Jinfeng Liu +1
The development of well-devised irrigation scheduling methods is desirable from the perspectives of plant quality and water conservation. In this article, a model predictive contro…
Subsystem decomposition and state estimation of nonlinear processes with implicit time-scale multiplicity
Sarupa Debnath, Soumya Ranjan Sahoo, Benjamin Decardi-Nelson +1
In this work, we propose a subsystem decomposition approach and a distributed estimation scheme for a class of implicit two-time-scale nonlinear systems. Taking the advantage of th…
Robust economic model predictive control with zone tracking
Benjamin Decardi-Nelson, Jinfeng Liu
This paper presents a robust economic model predictive control (EMPC) formulation with zone tracking for discrete-time uncertain nonlinear systems. The proposed design ensures that…
A comparative study of model approximation methods applied to economic MPC
Zhiyinan Huang, Qinyao Liu, Jinfeng Liu +1
Economic model predictive control (EMPC) has attracted significant attention in recent years and is recognized as a promising advanced process control method for the next generatio…