A method for monitoring and control of satellite signal performance in a satellite transmission system, wherein components of the satellite transmission system include one or more uplink antennas, a satellite spacecraft, a plurality of customer receivers, a data lake, and a monitoring and control system, the method comprising:
- obtaining signal data at the data lake from at least some of the plurality of customer receivers, wherein the signal data is obtained from downlink signal beams received at the plurality of customer receivers from the satellite spacecraft, wherein the plurality of customer receivers is located across a diverse geographical region, and wherein the signal data include metadata;
- accessing the signal data at the data lake from the monitoring and control system;
- measuring the signal data from each of the signal beams that were obtained across the diverse geographical region;
- analyzing the metadata from the components of the satellite transmission system, signal source front end controls, and spectral sampling;
- identifying signal degradation due to weather effects from the signal data of actual spot beam coverage using the measured signal data and the analyzed metadata;
- correlating signal degradation to probable causes of the signal degradation due to the weather effects;
- predicting remediation actions to correct the signal degradation due to the weather effects;
- and
- executing one or more remediation actions to correct the signal degradation due to the weather effects.