2 citations · 4 across the 3 of their papers we have counts for
3 papers
cs.LG2023★ 2 cited
Optimizing Irrigation Efficiency using Deep Reinforcement Learning in the Field
Xianzhong Ding, Wan Du
Agricultural irrigation is a significant contributor to freshwater consumption. However, the current irrigation systems used in the field are not efficient. They rely mainly on soi…
eess.SY2023★ 1 cited
Multi-zone HVAC Control with Model-Based Deep Reinforcement Learning
Xianzhong Ding, Alberto Cerpa, Wan Du
In this paper, we conduct a set of experiments to analyze the limitations of current MBRL-based HVAC control methods, in terms of model uncertainty and controller effectiveness. Us…
cs.LG2023★ 1 cited
Exploring Deep Reinforcement Learning for Holistic Smart Building Control
Xianzhong Ding, Alberto Cerpa, Wan Du
In this paper, we take a holistic approach to deal with the tradeoffs between energy use and comfort in commercial buildings. We developed a system called OCTOPUS, which employs a…