102 citations · 102 across the 2 of their papers we have counts for
2 papers
cs.LG2025
Invertible Koopman neural operator for data-driven modeling of partial differential equations
Yuhong Jin, Andong Cong, Lei Hou +5
Koopman operator theory is a popular candidate for data-driven modeling because it provides a global linearization representation for nonlinear dynamical systems. However, existing…
cs.LG2023★ 102 cited
Time Series Diffusion Method: A Denoising Diffusion Probabilistic Model for Vibration Signal Generation
Haiming Yi, Lei Hou, Yuhong Jin +3
Diffusion models have demonstrated powerful data generation capabilities in various research fields such as image generation. However, in the field of vibration signal generation,…