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Fault Diagnosis and Handling of the Two-Dimensional Tracking Servo System for Space

Aiming at the on-orbit safety problem of the two-dimensional tracking servo system for space, based on ant colony optimization (ACO) and expert systems, this paper proposes a fault diagnosis and handling strategy of the two-dimensional (2D) tracking servo system for space. Specifically, a fault libr...

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Detalles Bibliográficos
Autores principales: Ma, Zelong, Zhao, Qinglei, Wang, Shuxin
Formato: Online Artículo Texto
Lenguaje:English
Publicado: Hindawi 2022
Materias:
Acceso en línea:https://www.ncbi.nlm.nih.gov/pmc/articles/PMC9242776/
https://www.ncbi.nlm.nih.gov/pubmed/35785073
http://dx.doi.org/10.1155/2022/8174674
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author Ma, Zelong
Zhao, Qinglei
Wang, Shuxin
author_facet Ma, Zelong
Zhao, Qinglei
Wang, Shuxin
author_sort Ma, Zelong
collection PubMed
description Aiming at the on-orbit safety problem of the two-dimensional tracking servo system for space, based on ant colony optimization (ACO) and expert systems, this paper proposes a fault diagnosis and handling strategy of the two-dimensional (2D) tracking servo system for space. Specifically, a fault library was established for the tracking servo system according to field observations. The ACO was called to optimize the classification of fault features. In addition, sensitivity and specificity were defined to evaluate the classification performance of the diagnosis rules found by the ant colony, aiming to suppress the redundant information in fault diagnosis, reduce the rows of the in-orbit codes, and improve the accuracy of in-orbit fault diagnosis. Meanwhile, the diagnosis information will be processed by the expert system, such that the servo system can work safely and stably in orbit, and less number of in-orbit computing resources were used. Simulation results show that the proposed strategy achieves highly precise and reliable diagnosis.
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spelling pubmed-92427762022-06-30 Fault Diagnosis and Handling of the Two-Dimensional Tracking Servo System for Space Ma, Zelong Zhao, Qinglei Wang, Shuxin Comput Intell Neurosci Research Article Aiming at the on-orbit safety problem of the two-dimensional tracking servo system for space, based on ant colony optimization (ACO) and expert systems, this paper proposes a fault diagnosis and handling strategy of the two-dimensional (2D) tracking servo system for space. Specifically, a fault library was established for the tracking servo system according to field observations. The ACO was called to optimize the classification of fault features. In addition, sensitivity and specificity were defined to evaluate the classification performance of the diagnosis rules found by the ant colony, aiming to suppress the redundant information in fault diagnosis, reduce the rows of the in-orbit codes, and improve the accuracy of in-orbit fault diagnosis. Meanwhile, the diagnosis information will be processed by the expert system, such that the servo system can work safely and stably in orbit, and less number of in-orbit computing resources were used. Simulation results show that the proposed strategy achieves highly precise and reliable diagnosis. Hindawi 2022-06-22 /pmc/articles/PMC9242776/ /pubmed/35785073 http://dx.doi.org/10.1155/2022/8174674 Text en Copyright © 2022 Zelong Ma et al. https://creativecommons.org/licenses/by/4.0/This is an open access article distributed under the Creative Commons Attribution License, which permits unrestricted use, distribution, and reproduction in any medium, provided the original work is properly cited.
spellingShingle Research Article
Ma, Zelong
Zhao, Qinglei
Wang, Shuxin
Fault Diagnosis and Handling of the Two-Dimensional Tracking Servo System for Space
title Fault Diagnosis and Handling of the Two-Dimensional Tracking Servo System for Space
title_full Fault Diagnosis and Handling of the Two-Dimensional Tracking Servo System for Space
title_fullStr Fault Diagnosis and Handling of the Two-Dimensional Tracking Servo System for Space
title_full_unstemmed Fault Diagnosis and Handling of the Two-Dimensional Tracking Servo System for Space
title_short Fault Diagnosis and Handling of the Two-Dimensional Tracking Servo System for Space
title_sort fault diagnosis and handling of the two-dimensional tracking servo system for space
topic Research Article
url https://www.ncbi.nlm.nih.gov/pmc/articles/PMC9242776/
https://www.ncbi.nlm.nih.gov/pubmed/35785073
http://dx.doi.org/10.1155/2022/8174674
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AT wangshuxin faultdiagnosisandhandlingofthetwodimensionaltrackingservosystemforspace