55 citations · 86 across the 8 of their papers we have counts for
8 papers
Dynamics Creation through Neural Dynamical Transfer Learning
He Ma, Qiyang Ge, Yu Meng +2
Data-driven machine learning has established a robust foundation for reconstructing nonlinear dynamical systems from observations, primarily for the purposes of forecasting and con…
Neural Delay Differential Equations: System Reconstruction and Image Classification
Qunxi Zhu, Yao Guo, Wei Lin
Neural Ordinary Differential Equations (NODEs), a framework of continuous-depth neural networks, have been widely applied, showing exceptional efficacy in coping with representativ…
Neural Delay Differential Equations
Qunxi Zhu, Yao Guo, Wei Lin
Neural Ordinary Differential Equations (NODEs), a framework of continuous-depth neural networks, have been widely applied, showing exceptional efficacy in coping with some represen…
Impact of intra and inter-cluster coupling balance on the performance of nonlinear networked systems
Jiachen Ye, Peng Ji, David Waxman +2
The dynamical and structural aspects of cluster synchronization (CS) in complex systems have been intensively investigated in recent years. Here, we study CS of dynamical systems w…
Isochronous Dynamics in Pulse Coupled Oscillator Networks with Delay
Pan Li, Wei Lin, Konstantinos Efstathiou
We consider a network of identical pulse-coupled oscillators with delay and all-to-all coupling. We demonstrate that the discontinuous nature of the dynamics induces the appearance…
Bifurcations of Emergent Bursting in a Neuronal Network
Yu Wu, Wenlian Lu, Wei Lin +2
Currently we routinely develop a complex neuronal network to explain observed but often paradoxical phenomena based upon biological recordings. Here we present a general approach t…