The node selection of satellite attitude control system based on sensitivity function in Bayesian network

Guo Yanning; Gong Youmin; Gao Sheng; Ma Guangfu

doi:10.1109/CCDC.2016.7532267

The node selection of satellite attitude control system based on sensitivity function in Bayesian network

Harbin Institute of Technology

Research output: Chapter in Book/Report/Conference proceeding › Conference contribution › peer-review

2 Scopus citations

Abstract

In order to improve efficiency and save limited storage space for on-orbit fault diagnosis system, the node selection problem of satellite attitude control system based on the sensitivity function in Bayesian Network is investigated. First, the Bayesian Network model of the satellite attitude control system is established based on expert experience and historical fault data, so that to reduce the complexity and uncertainty of the system. Then, through analyzing the importance of each node, a node selection algorithm is proposed through using Bayesian sensitivity function, which can greatly improve the reliability and fault diagnosis performance of the whole system. Finally, numerical computation results show that the proposed algorithm is efficient and has the potential to be used in practice.

Original language	English
Title of host publication	Proceedings of the 28th Chinese Control and Decision Conference, CCDC 2016
Publisher	Institute of Electrical and Electronics Engineers Inc.
Pages	7047-7051
Number of pages	5
ISBN (Electronic)	9781467397148
DOIs	https://doi.org/10.1109/CCDC.2016.7532267
State	Published - 3 Aug 2016
Event	28th Chinese Control and Decision Conference, CCDC 2016 - Yinchuan, China Duration: 28 May 2016 → 30 May 2016

Publication series

Name	Proceedings of the 28th Chinese Control and Decision Conference, CCDC 2016

Conference

Conference	28th Chinese Control and Decision Conference, CCDC 2016
Country/Territory	China
City	Yinchuan
Period	28/05/16 → 30/05/16

Keywords

Bayesian Network
Node Importance Analysis
Node Selection
Satellite Attitude Control System
Sensitivity Function

Access to Document

10.1109/CCDC.2016.7532267

Cite this

Yanning, G., Youmin, G., Sheng, G., & Guangfu, M. (2016). The node selection of satellite attitude control system based on sensitivity function in Bayesian network. In Proceedings of the 28th Chinese Control and Decision Conference, CCDC 2016 (pp. 7047-7051). Article 7532267 (Proceedings of the 28th Chinese Control and Decision Conference, CCDC 2016). Institute of Electrical and Electronics Engineers Inc.. https://doi.org/10.1109/CCDC.2016.7532267

Yanning, Guo ; Youmin, Gong ; Sheng, Gao et al. / The node selection of satellite attitude control system based on sensitivity function in Bayesian network. Proceedings of the 28th Chinese Control and Decision Conference, CCDC 2016. Institute of Electrical and Electronics Engineers Inc., 2016. pp. 7047-7051 (Proceedings of the 28th Chinese Control and Decision Conference, CCDC 2016).

@inproceedings{13132661dc4f470289f3cba29ddd5d7e,

title = "The node selection of satellite attitude control system based on sensitivity function in Bayesian network",

abstract = "In order to improve efficiency and save limited storage space for on-orbit fault diagnosis system, the node selection problem of satellite attitude control system based on the sensitivity function in Bayesian Network is investigated. First, the Bayesian Network model of the satellite attitude control system is established based on expert experience and historical fault data, so that to reduce the complexity and uncertainty of the system. Then, through analyzing the importance of each node, a node selection algorithm is proposed through using Bayesian sensitivity function, which can greatly improve the reliability and fault diagnosis performance of the whole system. Finally, numerical computation results show that the proposed algorithm is efficient and has the potential to be used in practice.",

keywords = "Bayesian Network, Node Importance Analysis, Node Selection, Satellite Attitude Control System, Sensitivity Function",

author = "Guo Yanning and Gong Youmin and Gao Sheng and Ma Guangfu",

note = "Publisher Copyright: {\textcopyright} 2016 IEEE.; 28th Chinese Control and Decision Conference, CCDC 2016 ; Conference date: 28-05-2016 Through 30-05-2016",

year = "2016",

month = aug,

day = "3",

doi = "10.1109/CCDC.2016.7532267",

language = "英语",

series = "Proceedings of the 28th Chinese Control and Decision Conference, CCDC 2016",

publisher = "Institute of Electrical and Electronics Engineers Inc.",

pages = "7047--7051",

booktitle = "Proceedings of the 28th Chinese Control and Decision Conference, CCDC 2016",

address = "美国",

}

Yanning, G , Youmin, G, Sheng, G & Guangfu, M 2016, The node selection of satellite attitude control system based on sensitivity function in Bayesian network. in Proceedings of the 28th Chinese Control and Decision Conference, CCDC 2016., 7532267, Proceedings of the 28th Chinese Control and Decision Conference, CCDC 2016, Institute of Electrical and Electronics Engineers Inc., pp. 7047-7051, 28th Chinese Control and Decision Conference, CCDC 2016, Yinchuan, China, 28/05/16. https://doi.org/10.1109/CCDC.2016.7532267

The node selection of satellite attitude control system based on sensitivity function in Bayesian network. / Yanning, Guo ; Youmin, Gong; Sheng, Gao et al.
Proceedings of the 28th Chinese Control and Decision Conference, CCDC 2016. Institute of Electrical and Electronics Engineers Inc., 2016. p. 7047-7051 7532267 (Proceedings of the 28th Chinese Control and Decision Conference, CCDC 2016).

Research output: Chapter in Book/Report/Conference proceeding › Conference contribution › peer-review

TY - GEN

T1 - The node selection of satellite attitude control system based on sensitivity function in Bayesian network

AU - Yanning, Guo

AU - Youmin, Gong

AU - Sheng, Gao

AU - Guangfu, Ma

PY - 2016/8/3

Y1 - 2016/8/3

N2 - In order to improve efficiency and save limited storage space for on-orbit fault diagnosis system, the node selection problem of satellite attitude control system based on the sensitivity function in Bayesian Network is investigated. First, the Bayesian Network model of the satellite attitude control system is established based on expert experience and historical fault data, so that to reduce the complexity and uncertainty of the system. Then, through analyzing the importance of each node, a node selection algorithm is proposed through using Bayesian sensitivity function, which can greatly improve the reliability and fault diagnosis performance of the whole system. Finally, numerical computation results show that the proposed algorithm is efficient and has the potential to be used in practice.

AB - In order to improve efficiency and save limited storage space for on-orbit fault diagnosis system, the node selection problem of satellite attitude control system based on the sensitivity function in Bayesian Network is investigated. First, the Bayesian Network model of the satellite attitude control system is established based on expert experience and historical fault data, so that to reduce the complexity and uncertainty of the system. Then, through analyzing the importance of each node, a node selection algorithm is proposed through using Bayesian sensitivity function, which can greatly improve the reliability and fault diagnosis performance of the whole system. Finally, numerical computation results show that the proposed algorithm is efficient and has the potential to be used in practice.

KW - Bayesian Network

KW - Node Importance Analysis

KW - Node Selection

KW - Satellite Attitude Control System

KW - Sensitivity Function

UR - https://www.scopus.com/pages/publications/84983748543

U2 - 10.1109/CCDC.2016.7532267

DO - 10.1109/CCDC.2016.7532267

M3 - 会议稿件

AN - SCOPUS:84983748543

T3 - Proceedings of the 28th Chinese Control and Decision Conference, CCDC 2016

SP - 7047

EP - 7051

BT - Proceedings of the 28th Chinese Control and Decision Conference, CCDC 2016

PB - Institute of Electrical and Electronics Engineers Inc.

T2 - 28th Chinese Control and Decision Conference, CCDC 2016

Y2 - 28 May 2016 through 30 May 2016

ER -

Yanning G , Youmin G, Sheng G, Guangfu M. The node selection of satellite attitude control system based on sensitivity function in Bayesian network. In Proceedings of the 28th Chinese Control and Decision Conference, CCDC 2016. Institute of Electrical and Electronics Engineers Inc. 2016. p. 7047-7051. 7532267. (Proceedings of the 28th Chinese Control and Decision Conference, CCDC 2016). doi: 10.1109/CCDC.2016.7532267

The node selection of satellite attitude control system based on sensitivity function in Bayesian network

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