Remote measurement data interpretation system based on K-means

Abstract

The invention discloses a remote measurement data interpretation system based on K-means, and the method comprises the steps: classifying change rules of parameters into four classes through sorting the characteristics of remote measurement parameters of a small satellite; setting the number of K-means models needed by the remote measurement parameters of the small satellite, a processing mode of the remote measurement data and a parameter mode according to the mapping tables between the change rules of the remote measurement parameters and related instructions or states; training a K-means mode parameter corresponding to the remote measurement parameters through employing normal data, and packaging the K-means models which complete the training into a set; enabling the system to obtain real-time measurement data of the satellite and a remote control instruction from a main testing computer and a database after the modeling is completed; carrying out interpretation through the models corresponding to the remote measurement parameters, and giving out an abnormal point and an early-warning point of the parameters; enabling a tester to carrying out the confirmation of interpretation results according to the abnormal point and early-warning point given by the models, inputting a leaked point appearing in an operation process of the satellite into the models, and achieving the dynamic correction of the models.

Description

technical field [0001] The invention relates to the interpretation of ground telemetry data in satellite testing, in particular to an improved K-means-based satellite telemetry data interpretation system. Background technique [0002] At present, in the comprehensive test process of the small satellite factory, the testers need to interpret the satellite uplink instructions and downlink telemetry data according to the interpretation standards, give the working status of each satellite unit and equipment, and provide timely feedback on possible abnormalities of the satellite. Make a prediction. However, the amount of satellite telemetry data is huge and changes rapidly, the above-mentioned instructions cover a wide range of areas, and the satellite's working mode is complex. The usual manual interpretation is difficult to meet the rapid testing of satellites, especially for the batch testing of micro-satellites. [0003] "A Satellite Telemetry Data Interpretation System Base...

AI Technical Summary

Problems solved by technology

[0005] The technical problem solved by the present invention is: in order to realize the rapid test of the satellite and prevent the hidden dangers of misjudgment and missed judgment in the artificial interpretation during the test process, the present invention proposes an improved K-means-based telemetry data interpretation system to realize satellite Uninterrupted monitoring of telemetry parameters and interpretation of feedback from satellite onboarding commands

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