Hi there, this is MLSAT (Machine Learning for Safe Satellite Operations) project.
This R&D project is aimed at creating software to support small satellite missions, extending the lifetime of the satellite in orbit. We are trying to reduce the impact of space weather on satellite hardware, using data analysis and machine learning methods.
There are many facts of failure of satellite systems under the influence of space weather factors (geomagnetic disturbances, high-energy particle flows). Among recent cases, Starlink and Intelsat cases.
We believe that we can prevent failures on small satellites by analyzing open telemetry data (obtained from the SatNOGS stations) and open space weather data.
Roman Aleshko