Radio telescopes are used to receive and study huge complex astronomical radio-wave data. Non-linearity is a crucial aspect of the way these telescopes collect and analyse their data. Rough path models have potential to help the development of measurement instruments and processing techniques used in new telescopes such as SKA in Cambridge. Our aim, in collaboration with SKA, is to improve detection sensitivity and make new observations of fast transients.