The scientific programme (PDF, 736 kB) of the conference is available.
Time schedule is valid for Central European Time (UTC+01:00 Prague).
Winter school lectures
In this talk we consider the problem of solving large-scale linear inverse problems A x ≈ b contaminated by unknown noise. Such problems suffer from ill-posedness, meaning that their solution is extremely sensitive to small perturbations in the data.
Methods such as least squares produce here seriously noise-contaminated approximations. Thus, the problem must be regularized in order to obtain reasonable approximate solution. For large scale or even matrix-free problems (where A can not be constructed explicitly), iterative regularization by projection onto low-frequency dominated subspaces is advantageous. In this talk we give an overview of selected iterative regularization methods and discuss their properties. We concentrate mostly on regularization on Krylov subspaces. Applications will be discussed.
The traditional scheme for parallel iterative algorithms is a synchronous method where a new iteration is only started when all the data from the previous one has been received. Such algorithms meet serious scalability limitation due to the synchronization procedure occurring between the processors at the end of each iteration. Another kind of iterative scheme, called asynchronous iterations, can help solve these scalability problems, but lead to several convergence issues, as presented in the first talk.
Modifying an iterative scheme to make asynchronous iterations leads to several convergence difficulties, but the implementation of such methods is also a challenge. Indeed, two different parallel executions will lead to different numbers of iterations, and the asynchronous behavior will make difficult the computation of any stopping criteria. These aspects are discussed in the second talk and illustrated on numerical experiments performed in parallel on large scale engineering problems. Besides, the programming library developed is proved stable and powerful for the implementation of any asynchronous iterative methods.
Rules for the online conference
The conference will be held online. The registered participants can access the conference remotely via ZOOM service. Details for a remote connection are sent on their email. The participants are kindly asked for a compliance of the following simple rules:
- State your real first and family names during log-in to the ZOOM service.
- Mute the microphone and camera upon entering the meeting. It should be set automatically.
- Turn on the microphone (or camera eventually) only when giving a lecture, asking a question, or making comments or remarks.
- Share the screen only when giving a lecture.
- Use Raise hand if you want to ask a question or make comments.
Important: Each conference block is managed by a chairman, who watches pre-defined lengths of lectures and controls a discussion.