Skip to content
New issue

Have a question about this project? Sign up for a free GitHub account to open an issue and contact its maintainers and the community.

By clicking “Sign up for GitHub”, you agree to our terms of service and privacy statement. We’ll occasionally send you account related emails.

Already on GitHub? Sign in to your account

Unstable forward step when PSF size is less than twice that of the image #73

Open
landmanbester opened this issue Dec 6, 2022 · 0 comments

Comments

@landmanbester
Copy link
Collaborator

The forward step (aka flux mop in the clean worker) is sometimes unstable when using a PSF that is less than twice the size of the image in both dimensions. I suspect this is due to the use of PCG algorithm which is very fast but not always stable. Need to investigate ways to stabilize the inversion in this case. Possible avenues to investigate:

  • more stable optimisation routines (eg. the primal dual),
  • shaped Tikhonov regularisation,
  • BFGS-like rank 2 updates to the PSF convolution operator,
  • w-binned PSFs.

The latter two, which would improve the Hessian approximation, will also make the forward step more accurate when imaging a wide field of view.

Sign up for free to join this conversation on GitHub. Already have an account? Sign in to comment
Labels
None yet
Projects
None yet
Development

No branches or pull requests

1 participant