Ability modeling for spacecraft control system based on partial least square structural equation model approach

被引:0
|
作者
Huang, Yuan [1 ]
Wei, Chunling [1 ]
Yan, Han [1 ]
Hao, Renjian [1 ]
机构
[1] Beijing Inst Control Engn, Natl Key Lab Space Intelligent Control, Beijing 100190, Peoples R China
关键词
structural equation model; partial least square method; spacecraft control system; ability model; factor analysis;
D O I
10.16708/j.cnki.1000-758X.2024.0026
中图分类号
V [航空、航天];
学科分类号
08 ; 0825 ;
摘要
For improving the mission completion quality, the spacecraft need to adjust their capabilities according to the task and environment reasonably. The ability model of the spacecraft control system, by which the high-level ability value can be described quantitatively, is the theoretical basis for the above adjustment. This paper proposed an ability modeling method through the partial least square structural equation model(PLS-SEM)for the spacecraft control system to achieve quantitative descriptions of abstract abilities including control ability and observation ability .Firstly, according to the structural elements of the closed -loop control system, we designed and generated the type of indicators modeling data samples. Furthermore ,the capability variable system under the SEM framework was designed and constructed. The key parameters,such as path coefficients, outer loading and outer weights,were determined by the PLS algorithm. Then the structural and measurement equations of the obtained PLS-SEM ability model were evaluated separately. Finally, according to the spacecraft PLS-SEM ability model ,the various types of abilities of the control system were quantitatively described and analyzed to verify the effectiveness of the proposed modeling method.
引用
收藏
页码:98 / 108
页数:11
相关论文
共 26 条
  • [1] Event-triggered attitude tracking for rigid spacecraft
    Cai, Deheng
    Zou, Hengguang
    Wang, Junzheng
    Huang, Yuan
    Shi, Dawei
    [J]. SCIENCE CHINA-INFORMATION SCIENCES, 2019, 62 (12)
  • [2] [陈国社 CHEN Guoshe], 2011, [火力与指挥控制, Fire Control and Command], V36, P46
  • [3] FANG K, 2021, Journal of Information Engineering University, V22, P621
  • [4] An Interactive Portfolio Decision Analysis Approach for System-of-Systems Architecting Using the Graph Model for Conflict Resolution
    Ge, Bingfeng
    Hipel, Keith W.
    Fang, Liping
    Yang, Kewei
    Chen, Yingwu
    [J]. IEEE TRANSACTIONS ON SYSTEMS MAN CYBERNETICS-SYSTEMS, 2014, 44 (10): : 1328 - 1346
  • [5] Huang P, 2022, CHIN SPACE SCI TECHN, V42, P103, DOI 10.16708/j.cnki.1000-758X.2022.0071
  • [6] LI K, 2017, ComputerSimulation, V34, P443
  • [7] Li Xiao, 2019, Science & Technology Review, V37, P39, DOI 10.3981/j.issn.1000-7857.2019.05.005
  • [8] LIU T L, 2020, Military Operations Research and Systems Engineering, V34, P39
  • [9] [罗颖光 Luo Yingguang], 2018, [火力与指挥控制, Fire Control & Command Control], V43, P44
  • [10] [吕良庆 Lyu Liangqing], 2019, [国防科技大学学报, Journal of National University of Defense Technology], V41, P1