THE MODEL OF AN INTELLECTUALIZED SYSTEM ON-BOARD MONITORING AND DIAGNOSTICS SPACECRAFT INSTRUMENTS AT THE STAGE OF THEIR TESTING AND APPLICATION
Background. The object of research is existing and prospective spacecraft. The subject of the study is the control of the technical condition and diagnostics of the onboard equipment of spacecraft. The aim of the work is to develop a model of an intelligent monitoring and diagnostics system, the u...
| Main Authors: | , |
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| Format: | Article |
| Language: | English |
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Penza State University Publishing House
2023-04-01
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| Series: | Измерение, мониторинг, управление, контроль |
| Subjects: |
| _version_ | 1797840140948733952 |
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| author | M.L. Belokopytov K.V. Ushanev |
| author_facet | M.L. Belokopytov K.V. Ushanev |
| author_sort | M.L. Belokopytov |
| collection | DOAJ |
| description | Background. The object of research is existing and prospective spacecraft. The subject of the study is the
control of the technical condition and diagnostics of the onboard equipment of spacecraft. The aim of the work is to develop
a model of an intelligent monitoring and diagnostics system, the use of which will increase the reliability of determining
the technical condition of the onboard equipment of spacecraft at the stage of their testing and application. Materials
and methods. When developing a model of an intelligent system for monitoring and diagnosing the onboard
equipment of spacecraft, the main attention is paid to a method based on machine learning, which allows you to build
predictive models using both retrospective and current data received in real time from measuring equipment and obtain
patterns that are not obvious at first glance. Results. An approach is proposed to increase the reliability of determining
the technical condition through the use of an intelligent system for monitoring and diagnosing the onboard equipment
of spacecraft. The intellectualization of this system is determined by the presence of mathematical, algorithmic, software
and instrumental components of intellectual support for decision makers in the management of spacecraft. Conclusions.
The developed model of an intelligent system for monitoring and diagnosing the onboard equipment of spacecraft
makes it possible to expand the capabilities of the spacecraft by implementing the functions of correcting the algorithms
of the onboard and special software based on the results of machine learning and neural network processing of television
measurements, contributing to a more reliable determination of the technical condition of the onboard equipment. The
proposed model is proposed to be used at the stages of testing and application of spacecraft to increase the reliability of
determining the technical condition of on-board equipment and the efficiency of taking measures to prevent the occurrence
of emergency situations. |
| first_indexed | 2024-04-09T16:09:50Z |
| format | Article |
| id | doaj.art-6bc92c82a0254c04941701a2db4e4805 |
| institution | Directory Open Access Journal |
| issn | 2307-5538 |
| language | English |
| last_indexed | 2024-04-09T16:09:50Z |
| publishDate | 2023-04-01 |
| publisher | Penza State University Publishing House |
| record_format | Article |
| series | Измерение, мониторинг, управление, контроль |
| spelling | doaj.art-6bc92c82a0254c04941701a2db4e48052023-04-24T11:58:00ZengPenza State University Publishing HouseИзмерение, мониторинг, управление, контроль2307-55382023-04-01110.21685/2307-5538-2023-1-8THE MODEL OF AN INTELLECTUALIZED SYSTEM ON-BOARD MONITORING AND DIAGNOSTICS SPACECRAFT INSTRUMENTS AT THE STAGE OF THEIR TESTING AND APPLICATIONM.L. Belokopytov0K.V. Ushanev1Military Space Academy named after A.F. MozhaiskyMilitary Space Academy named after A.F. MozhaiskyBackground. The object of research is existing and prospective spacecraft. The subject of the study is the control of the technical condition and diagnostics of the onboard equipment of spacecraft. The aim of the work is to develop a model of an intelligent monitoring and diagnostics system, the use of which will increase the reliability of determining the technical condition of the onboard equipment of spacecraft at the stage of their testing and application. Materials and methods. When developing a model of an intelligent system for monitoring and diagnosing the onboard equipment of spacecraft, the main attention is paid to a method based on machine learning, which allows you to build predictive models using both retrospective and current data received in real time from measuring equipment and obtain patterns that are not obvious at first glance. Results. An approach is proposed to increase the reliability of determining the technical condition through the use of an intelligent system for monitoring and diagnosing the onboard equipment of spacecraft. The intellectualization of this system is determined by the presence of mathematical, algorithmic, software and instrumental components of intellectual support for decision makers in the management of spacecraft. Conclusions. The developed model of an intelligent system for monitoring and diagnosing the onboard equipment of spacecraft makes it possible to expand the capabilities of the spacecraft by implementing the functions of correcting the algorithms of the onboard and special software based on the results of machine learning and neural network processing of television measurements, contributing to a more reliable determination of the technical condition of the onboard equipment. The proposed model is proposed to be used at the stages of testing and application of spacecraft to increase the reliability of determining the technical condition of on-board equipment and the efficiency of taking measures to prevent the occurrence of emergency situations.monitoringdiagnosticson-board equipmentspacecrafttestsemergency situationdecision support system |
| spellingShingle | M.L. Belokopytov K.V. Ushanev THE MODEL OF AN INTELLECTUALIZED SYSTEM ON-BOARD MONITORING AND DIAGNOSTICS SPACECRAFT INSTRUMENTS AT THE STAGE OF THEIR TESTING AND APPLICATION Измерение, мониторинг, управление, контроль monitoring diagnostics on-board equipment spacecraft tests emergency situation decision support system |
| title | THE MODEL OF AN INTELLECTUALIZED SYSTEM ON-BOARD MONITORING AND DIAGNOSTICS SPACECRAFT INSTRUMENTS AT THE STAGE OF THEIR TESTING AND APPLICATION |
| title_full | THE MODEL OF AN INTELLECTUALIZED SYSTEM ON-BOARD MONITORING AND DIAGNOSTICS SPACECRAFT INSTRUMENTS AT THE STAGE OF THEIR TESTING AND APPLICATION |
| title_fullStr | THE MODEL OF AN INTELLECTUALIZED SYSTEM ON-BOARD MONITORING AND DIAGNOSTICS SPACECRAFT INSTRUMENTS AT THE STAGE OF THEIR TESTING AND APPLICATION |
| title_full_unstemmed | THE MODEL OF AN INTELLECTUALIZED SYSTEM ON-BOARD MONITORING AND DIAGNOSTICS SPACECRAFT INSTRUMENTS AT THE STAGE OF THEIR TESTING AND APPLICATION |
| title_short | THE MODEL OF AN INTELLECTUALIZED SYSTEM ON-BOARD MONITORING AND DIAGNOSTICS SPACECRAFT INSTRUMENTS AT THE STAGE OF THEIR TESTING AND APPLICATION |
| title_sort | model of an intellectualized system on board monitoring and diagnostics spacecraft instruments at the stage of their testing and application |
| topic | monitoring diagnostics on-board equipment spacecraft tests emergency situation decision support system |
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