2 papers
cs.CE2026
MsFEM-Inspired CNNs with Transfer Learning for Multiscale Model Reduction
Xuehan Zhang, Lijian Jiang, Eric T. Chung
Deep learning-based surrogate models have been extensively developed for efficiently approximating multiscale systems with random input fields. However, most existing approaches re…
cs.CE2024
Convolutional neural network based reduced order modeling for multiscale problems
Xuhan Zhang, Lijian Jiang
In this paper, we combine convolutional neural networks (CNNs) with reduced order modeling (ROM) for efficient simulations of multiscale problems. These problems are modeled by par…