Neural network software diagnosis system of telemetry data

Author

Ganchenko, Valentin ; Doudkin, Alexander ; Inyutin, Alexander ; Marushko, Yauheni ; Podenok, Leonid ; Sadykhov, Rauf

Author_Institution

United Inst. of Inf. Problems, Minsk, Belarus

Volume

01

fYear

2013

fDate

12-14 Sept. 2013

Firstpage

376

Lastpage

380

Abstract

This paper describes a prototype of software system of neural network control of telemetry data for malfunction diagnosis of spacecraft subsystems. The prototype is used for testing of intelligent technologies for processing information about a spacecraft subsystems state, prediction and detection of irregularities of the spacecraft subsystem modes. The Information obtained from on-board data sources on space communication channel is used for processing.

Keywords

aerospace computing; artificial satellites; neurocontrollers; program testing; satellite telemetry; software prototyping; information processing; intelligent technology testing; malfunction diagnosis; neural network control; neural network software diagnosis system; on-board data source; software system prototype; space communication channel; spacecraft subsystem mode irregularity detection; spacecraft subsystems state; telemetry data; Artificial neural networks; Classification algorithms; Sensors; Space vehicles; Telemetry; Time series analysis; diagnosis; neural network; spacecraft; telemetry;

fLanguage

English

Publisher

ieee

Conference_Titel

Intelligent Data Acquisition and Advanced Computing Systems (IDAACS), 2013 IEEE 7th International Conference on

Conference_Location

Berlin

Print_ISBN

978-1-4799-1426-5

Type

conf

DOI

10.1109/IDAACS.2013.6662710

Filename

6662710