activity
20182023
most citedLearning Hamiltonian dynamics by reservoir computer

39 citations · 115 across the 7 of their papers we have counts for

collaborators

7 papers

nlin.AO2023★ 8 cited

Inferring synchronizability of networked heterogenous oscillators with machine learning

Liang Wang, Huawei Fan, Yafeng Wang +4

In the study of network synchronization, an outstanding question of both theoretical and practical significance is how to allocate a given set of heterogenous oscillators on a comp…

q-bio.NC2023

Breathing cluster in complex neuron-astrocyte networks

Ya Wang, Liang Wang, Huawei Fan +3

Brain activities are featured by spatially distributed neural clusters of coherent firings and a spontaneous switching of the clusters between the synchrony and asynchrony states.…

nlin.AO2021

Learning the dynamics of coupled oscillators from transients

Huawei Fan, Liang Wang, Yao Du +3

Whereas the importance of transient dynamics to the functionality and management of complex systems has been increasingly recognized, most of the studies are based on models. Yet i…

q-bio.NC2021★ 20 cited

Criticality in Reservoir Computer of Coupled Phase Oscillators

Liang Wang, Huawei Fan, Jinghua Xiao +2

Accumulating evidences show that the cerebral cortex is operating near a critical state featured by power-law size distribution of neural avalanche activities, yet evidence of this…

eess.SP2021★ 39 cited

Learning Hamiltonian dynamics by reservoir computer

Han Zhang, Huawei Fan, Liang Wang +1

Reconstructing the KAM dynamics diagram of Hamiltonian system from the time series of a limited number of parameters is an outstanding question in nonlinear science, especially whe…

cs.NE2020★ 19 cited

Transfer learning of chaotic systems

Yali Guo, Han Zhang, Liang Wang +2

Can a neural network trained by the time series of system A be used to predict the evolution of system B? This problem, knowing as transfer learning in a broad sense, is of great i…

nlin.CD2018★ 29 cited

Cluster synchronization in complex network of coupled chaotic circuits: an experimental study

Ben Cao, Yafeng Wang, Liang Wang +2

By a small-size complex network of coupled chaotic Hindmarsh-Rose circuits, we study experimentally the stability of network synchronization to the removal of shortcut links. It is…