Go beyond black-box policies: Rethinking the design of learning agent for interpretable and verifiable HVAC control

Z An, X Ding, W Du - arXiv preprint arXiv:2403.00172, 2024 - arxiv.org
Recent research has shown the potential of Model-based Reinforcement Learning (MBRL)
to enhance energy efficiency of Heating, Ventilation, and Air Conditioning (HVAC) systems …

MARLP: Time-series Forecasting Control for Agricultural Managed Aquifer Recharge

Y Chen, K Yang, Z An, B Holder, L Paloutzian… - arXiv preprint arXiv …, 2024 - arxiv.org
The rapid decline in groundwater around the world poses a significant challenge to
sustainable agriculture. To address this issue, agricultural managed aquifer recharge (Ag …