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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...
Autores principales: | , , |
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Formato: | Online Artículo Texto |
Lenguaje: | English |
Publicado: |
Hindawi
2022
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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. |
format | Online Article Text |
id | pubmed-9242776 |
institution | National Center for Biotechnology Information |
language | English |
publishDate | 2022 |
publisher | Hindawi |
record_format | MEDLINE/PubMed |
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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