Zhipeng Lai

Encode the prior knowldge on the symmetry in NN

3

Dear Lu and comunity PINN try to encode the knowledeg from PDE into NN, so as to enhance the NN learning. However, for lots of problem, we have no explict...

Fail to update the infered unknow PDE parameters when using L-BFGS?

4

Dear @lululxvi and comunity, I'm using DEEPXDE to infer several unknow parameters in PDE and ODE. I used the callbacks to monitor the changes of these infered parameters during the...

could it be used for subrountine in FEM softwore ABAQUS

3

Dear developers, thanks for intersting work. I am considering to use deep learning model into FEM modeling by using ABAQUS. I want to use a deep learning model (that prior...

May I use the function like PointSetBc in physics-informed deeponet to feed some data for the model?

1

Dear community, Data-driven and physics-informed versions of deeponet may be used in different fields with their unique merits. In my reseach, I have some data as well as some physics...