3 papers
quant-ph2026
Charging Dynamics in a Distance-Modulated Planar Quantum-Battery Architecture
Yi-Fan Yang, Shun-Cai Zhao
While the spatial arrangement of individual units is essential for the physical implementation of quantum batteries, geometry-dependent interactions are rarely explicitly incorpora…
physics.chem-ph2025
Multi-timescale time encoding for CNN prediction of Fenna-Matthews-Olson energy-transfer dynamics
Shun-Cai Zhao, Yi-Meng Huang, Yi-Fan Yang +1
Machine learning simulations of open quantum dynamics often rely on recursive predictors that accumulate error. We develop a non-recursive convolutional neural networks (CNNs) that…
quant-ph2025
Rapid and Stable Collective Charging and Discharge Suppression in Strongly Coupled Many-Body Quantum Batteries
Shun-Cai Zhao, Yi-Fan Yang, Ni-Ya Zhuang
Achieving rapid and stable energy storage in quantum batteries (QBs) remains a key challenge, particularly under strong system-environment coupling where non-Markovian effects beco…