3 papers
eess.SY2026
Reinforcement Learning-based Home Energy Management with Heterogeneous Batteries and Stochastic EV Behaviour
Meng Yuan, Ye Wang, Xinghuo Yu +2
The widespread adoption of photovoltaic (PV), electric vehicles (EVs), and stationary energy storage systems (ESS) in households increases system complexity while simultaneously of…
eess.SY2025
Lifelong reinforcement learning for health-aware fast charging of lithium-ion batteries
Meng Yuan, Changfu Zou
Fast charging of lithium-ion batteries remains a critical bottleneck for widespread adoption of electric vehicles and stationary energy storage systems, as improperly designed fast…
eess.SY2025
Robust Model Predictive Control of Fast Lithium-ion Battery Pretreatment for Safe Recycling
Meng Yuan, Adam Burman, Changfu Zou
The proper disposal and repurposing of end-of-life electric vehicle batteries are critical for maximizing their environmental benefits. This study introduces a robust model predict…