shuhengliao / physics_informed_am

Thermal modeling of AM using Physics-informed neural networks

The repository for paper: Hybrid thermal modeling of additive manufacturing processes using physics-informed neural networks for temperature prediction and parameter identification

Data can be download at: https://drive.google.com/file/d/1P6RqrbRW3mptzKd4LDoUrHFopBp7AfzV/view?usp=drive_link

physics_informed_am's Issues

the data in folder 1_forward is not able to read

Dear Shuheng

Thanks a lot for providing the information on your paper. I tried to run your jupyter notebook, however, it read "ValueError: Cannot load file containing pickled data when allow_pickle=False." In the jupyter notebook, it uses data.npy from folder 1_forward. I tried to add the argument "allow_pickle=True" for load the npy file, then it gave me the error "UnpicklingError: invalid load key, 'v'." and "Failed to interpret file 'data.npy' as a pickle". It might be helpful if you can help me with this issue. Thanks a lot for your help in advance.

best regards
Jacky

Inverse problem example sharing?

Hello,
Could you please also share the notebooks of your inverse problem examples (especially the one with IR camera data simulation)?
Thank you !

Free paper link

Hello
Here is a link for downloding free version of your paper:
https://arxiv.org/pdf/2206.07756v2

Thanks for sharing your work!