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Published in:
2017 | OriginalPaper | Chapter
Intelligent Telemetry Data Analysis of Small Satellites
Authors : Vadim Skobtsov, Natalia Novoselova, Vyacheslav Arhipov, Semyon Potryasaev
Published in: Cybernetics and Mathematics Applications in Intelligent Systems
Publisher: Springer International Publishing
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Abstract
The paper presents intelligent telemetry data analysis software module and methods of onboard equipment of small satellites. The suggested software module consists of feature selection, data preprocessing, clustering and predicting software components. The software components are based on the genetic algorithm based feature selection method, dynamic streaming clustering method, neural Kohonen self-organizing map and image processing based clustering and predicting methods for telemetry data of onboard equipment of small satellites. The computational experiments and testing of developed methods and software tools were performed on the processed telemetry data from the navigation device of onboard equipment of a small satellite and showed enough high efficiency and good results.