4 papers
Multiphysics Bench: Benchmarking and Investigating Scientific Machine Learning for Multiphysics PDEs
Changfan Yang, Lichen Bai, Yinpeng Wang +2
Solving partial differential equations (PDEs) with machine learning has recently attracted great attention, as PDEs are fundamental tools for modeling real-world systems that range…
Wave transformation -- Simulation and Application
Yinpeng Wang
This paper focus on the theoretical analysis and simulation of electromagnetic wave transforms, which is widely encountered in teaching physics. When the electromagnetic wave is no…
High Noise Immune Time-domain Inversion via Cascade Network (TICaN) for Complex Scatterers
Hongyu Gao, Yinpeng Wang, Qiang Ren +3
In this paper, a high noise immune time-domain inversion cascade network (TICaN) is proposed to reconstruct scatterers from the measured electromagnetic fields. The TICaN is compri…
Predicting Surface Heat Flux on Complex Systems via Conv-LSTM
Yinpeng Wang, Nianru Wang, Qiang Ren
Existing algorithms with iterations as the principle for 3D inverse heat conduction problems (IHCPs) are usually time-consuming. With the recent advancements in deep learning techn…