飞控与探测2025,Vol.8Issue(2):48-55,8.DOI:10.20249/j.cnki.2096-5974.2025.02.006
针对卫星姿态控制系统的数据驱动故障监测方法
Data-Driven Fault Detection Method for Satellite Attitude Systems
摘要
Abstract
The satellite attitude control system is critical in ensuring the stability and precision of satellite operations in orbit.Currently,most fault detection methods for satellite attitude control systems rely on precise modeling,making it difficult for them to adapt to diverse faults in complex dynamic environments.To address this challenge,this paper analyzes the dynamic characteristics of the satellite attitude control system,directly leveraging system input-output data and studying the mapping relationships between different signal subspaces.A subspace identification fault de-tection method is proposed to enhance monitoring capabilities during satellite operations in orbit.This approach aims to improve the reliability and safety of satellite systems in complex space envi-ronments.The proposed method's effectiveness is validated through simulations of the satellite at-titude control system.Results demonstrate that the method accurately detects various types of faults,exhibits strong adaptability and robustness across different fault scenarios,and provides re-liable technical support for fault diagnosis during satellite operations in orbit.关键词
故障监测/数据驱动/子空间辨识Key words
fault detection/data-driven/subspace identification分类
信息技术与安全科学引用本文复制引用
霍明夷,陈星伊,樊恒海,卞燕山,肖冰..针对卫星姿态控制系统的数据驱动故障监测方法[J].飞控与探测,2025,8(2):48-55,8.基金项目
国家自然科学基金(62273277) (62273277)