32 citations · 35 across the 2 of their papers we have counts for
2 papers
math.OC2021★ 3 cited
Data-informed Deep Optimization
Lulu Zhang, Zhi-Qin John Xu, Yaoyu Zhang
Complex design problems are common in the scientific and industrial fields. In practice, objective functions or constraints of these problems often do not have explicit formulas, a…
math.NA2021★ 32 cited
MOD-Net: A Machine Learning Approach via Model-Operator-Data Network for Solving PDEs
Lulu Zhang, Tao Luo, Yaoyu Zhang +3
In this paper, we propose a a machine learning approach via model-operator-data network (MOD-Net) for solving PDEs. A MOD-Net is driven by a model to solve PDEs based on operator r…