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In my doctoral studies, I have specialised on system tests and fast simulation of HGCAL test beam prototypes. At this time, I have become an expert in calorimeter beam tests, from the associated data acquisition systems to the data reconstruction, calibration and analysis. Furthermore, I have applied knowledge of machine learning algorithms for the simulation, reconstruction and encoding of calorimeter data.