3 papers
math.DS2026
Bivariate partial mapping for detecting causality in complex non-autonomous system
Yang Ni, Changqing Liu, Yifan Zhang +4
Identifying causality is fundamental for human understanding of the world, where complex non-autonomous systems such as species population changes, brain activities, etc. are exten…
cs.CE2026
A scalable neural bundle map for multiphysics prediction in lithium-ion battery across varying configurations
Zhiwei Zhao, Changqing Liu, Jie Lin +4
Efficient and accurate prediction of Multiphysics evolution across diverse cell geometries is fundamental to the design, management and safety of lithium-ion batteries. However, ex…
cs.LG2025
Neural Diffeomorphic-Neural Operator for Residual Stress-Induced Deformation Prediction
Changqing Liu, Kaining Dai, Zhiwei Zhao +2
Accurate prediction of machining deformation in structural components is essential for ensuring dimensional precision and reliability. Such deformation often originates from residu…