mathLab
Comparing residuals
The 2D residuals, for example for the wave problem (tutorial3), can have positive and negative color-bar values. In order to compare multiple approaches with the same color-bar, should I take the absolute values, and then see where is lowest? thanks!
Hi @dgm2! There is not a unique metric to assess the quality of the solution. Usually, one computes the $L_2$ norm (see here) of the residual for different methodologies and see which one archives the lowest. However, it depends on your specific problem and what you want to check👍🏻
My question is how to compare multiple residuals via the plot as you have in tutorial2 and tutorial3. The issue with current code is that the residuals can be positive or negative on the colorbar. I am wondering, a negative value is always better than a positive one? or we should consider their absolute values?
The "best" value is when the residual is zero, so a very negative value is as bad as a very positive value. To assess which model is better you can look at the axis, the best model is the one with the colorbar values closer to zero.
Hi @dgm2! Can I close the issue, were you able to compare different pinns? We are preparing a tutorial exactly for that, stay tuned!
Hello, does the residual plot usually reflect the same result as the loss plot? what would it mean to have lower loss but higher error in the residual? or this could be some error on my side.
Hi @dgm2, I'm not getting the issue. In a PINN framework, the mean residual is the loss function. Could you provide a minimal example code to reproduce this?
Hi, I am closing this issue due to inactivity. If there are any further questions, I will reopen it.
