2 papers
cs.LG2026
LFNO: Bridging Laplace and Fourier via Transient-Steady Decomposition
Jeongun Ha, Sanga Yoon, Donghun Lee
We introduce the Laplace-Fourier Neural Operator (LFNO), a unified framework for modeling dynamical systems across transient and steady-state regimes by integrating the spectral ad…
cs.LG2025
Data-Driven Dimensional Synthesis of Diverse Planar Four-bar Function Generation Mechanisms via Direct Parameterization
Woon Ryong Kim, Jaeheun Jung, Jeong Un Ha +2
Dimensional synthesis of planar four-bar mechanisms is a challenging inverse problem in kinematics, requiring the determination of mechanism dimensions from desired motion specific…