3 papers
math.OC2025
Modeling and Optimal Control of Thermal Environment in Pig Houses
Mingxin Wei, Jinrui Zhang, Peter Groot Koerkamp +2
The management of thermal environments in pig farming is crucial for optimizing animal health, productivity, and operational energy efficiency. This study introduces a novel therma…
cs.LG2025
Grower-in-the-Loop Interactive Reinforcement Learning for Greenhouse Climate Control
Maxiu Xiao, Jianglin Lan, Jingxin Yu +3
Climate control is crucial for greenhouse production as it directly affects crop growth and resource use. Reinforcement learning (RL) has received increasing attention in this fiel…
math.OC2025
A Teacher-Student MPC-PPO Coupled Reinforcement Learning Framework for Winter Temperature Control of Solar Greenhouses in Northern China
Jingxin Yu, Lushun Ma, Jinpeng Zhao +7
Solar greenhouses are crucial infrastructure of modern agricultural production in northern China. However, highly fluctuating temperature in winter season results in poor greenhous…