lu-group/mionet

MIONet: Learning multiple-input operators via tensor product

MIONet: Learning multiple-input operators via tensor product

The source code for the paper P. Jin, S. Meng, & L. Lu. MIONet: Learning multiple-input operators via tensor product. SIAM Journal on Scientific Computing, 44(6), A3490–A3514, 2022.

Code

• Data Generation
  • ODE system
  • Diffusion-Reaction system
  • Advection-Diffusion system
• Training
  • MIONet training
  • MIONet periodic training

Cite this work

If you use this code for academic research, you are encouraged to cite the following paper:

@article{jin2022mionet,
  title   = {MIONet: Learning multiple-input operators via tensor product},
  author  = {Jin, Pengzhan and Meng, Shuai and Lu, Lu},
  journal = {SIAM Journal on Scientific Computing},
  volume  = {44},
  number  = {6},
  pages   = {A3490-A3514},
  year    = {2022},
  doi     = {10.1137/22M1477751}
}

Questions

To get help on how to use the data or code, simply open an issue in the GitHub "Issues" section.