We consider the methodology of intelligent analysis of telemetry data based on modern mathematical methods of information processing. We define urgent tasks of analysis and forecasting, taking into account the 20-year experience of operating the Russian segment of the International Space Station (ISS RS). We give a basic description of these methods and present the results of testing on real data obtained from ISS RS telemetry information.
