8 citations · 15 across the 4 of their papers we have counts for
4 papers
Realization of the Trajectory Propagation in the MM-SQC Dynamics by Using Machine Learning
Kunni Lin, Jiawei Peng, Chao Xu +2
The supervised machine learning (ML) approach is applied to realize the trajectory-based nonadiabatic dynamics within the framework of the symmetrical quasi-classical dynamics meth…
Automatic Evolution of Machine-Learning based Quantum Dynamics with Uncertainty Analysis
Kunni Lin, Jiawei Peng, Chao Xu +2
The machine learning approaches are applied in the dynamical simulation of open quantum systems. The long short-term memory recurrent neural network (LSTM-RNN) models are used to s…
Ultrafast Internal Conversion Dynamics Through the on-the-fly Simulation of Transient Absorption Pump-Probe Spectra with Different Electronic Structure Methods
Chao Xu, Kunni Lin, Deping Hu +3
The ultrafast nonadiabatic internal conversion in azomethane is explored by the on-the-fly trajectory surface-hopping simulations of photoinduced dynamics and femtosecond transient…
Simulation of Open Quantum Dynamics with Bootstrap-Based Long Short-Term Memory Recurrent Neural Network
Kunni Lin, Jiawei Peng, Feng Long Gu +1
The recurrent neural network with the long short-term memory cell (LSTM-NN) is employed to simulate the long-time dynamics of open quantum system. The bootstrap method is applied i…