In this paper, the authors will implement a CUDA core prototype described in Hardware Description Language (HDL) and will perform an experimental fault injection campaign to simulate the effects of SEUs and SETs on it. Results will show the most sensitive parts of the CUDA core that must be protected by fault tolerance techniques in order to be used in safety critical applications, even at ground level.