3 papers
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
Non-Markovian N-spin chain quantum battery in thermal charging process
Shun-Cai Zhao, Zi-Ran Zhao, Ni-Ya Zhuang
Ergotropy serves as a key indicator for assessing the performance of quantum batteries(QBs). Using the Redfield master equation, we investigate ergotropy dynamics in a non-Markovia…
physics.chem-ph2025
Quantum dynamics evolution predicted by the long short-term memory network in the photosystem II reaction center
Zi-Ran Zhao, Shun-Cai Zhao, Yi-Meng Huang
Predicting future physical behavior from limited theoretical simulation data is an emerging research paradigm driven by the integration of artificial intelligence and quantum physi…