2 papers
eess.SY2024
ReLU Surrogates in Mixed-Integer MPC for Irrigation Scheduling
Bernard T. Agyeman, Jinfeng Liu, Sirish L. Shah
Efficient water management in agriculture is important for mitigating the growing freshwater scarcity crisis. Mixed-integer Model Predictive Control (MPC) has emerged as an effecti…
eess.SY2024
A semi-centralized multi-agent RL framework for efficient irrigation scheduling
Bernard T. Agyeman, Benjamin Decard-Nelson, Jinfeng Liu +1
This paper proposes a Semi-Centralized Multi-Agent Reinforcement Learning (SCMARL) approach for irrigation scheduling in spatially variable agricultural fields, where management zo…