Realtime Analysis of Large-Scale Data [Finale Version]

Upcoming facilities in photon science offer entirely new research opportunities for scientists. Although the amount of data taken by the detector devices will increase drastically, only a fraction of the data can be used in subsequent analyses. Inherent limitations in the experimental setup result in a huge amount of empty or meaningless images being taken. The aim of this thesis is to develop algorithms for selecting suitable data and thereby make such experiments feasible in the first place.