34 citations · 34 across the 2 of their papers we have counts for
2 papers
cs.CE2025
A unified framework for equation discovery and dynamic prediction of hysteretic systems
Siyuan Yang, Wei Liu, Zhilu Lai
Hysteresis is a nonlinear phenomenon with memory effects, where a system's output depends on both its current state and past states. It is prevalent in various physical and mechani…
cs.LG2022★ 34 cited
Neural modal ordinary differential equations: Integrating physics-based modeling with neural ordinary differential equations for modeling high-dimensional monitored structures
Zhilu Lai, Wei Liu, Xudong Jian +3
The order/dimension of models derived on the basis of data is commonly restricted by the number of observations, or in the context of monitored systems, sensing nodes. This is part…