Finite-Horizon Active Fault Isolation and Identification for Spacecraft Attitude Control Systems With Multiple Constraints

IF 5.7 2区 计算机科学 Q1 ENGINEERING, AEROSPACE IEEE Transactions on Aerospace and Electronic Systems Pub Date : 2025-01-10 DOI:10.1109/TAES.2025.3527937
Songtao Wang;Qiang Shen;Huihui Li;Ruochen Niu
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Abstract

This article proposes a finite-horizon active fault isolation and identification scheme for spacecraft attitude control systems. Considering initial state uncertainties, noises, and diverse faults, the linearized discrete-time model of spacecraft attitude kinematics and dynamics is built. The attitude mandatory and forbidden constraints for respectively achieving observation missions and ensuring operational safety are modeled as linear constraints. Then, we formulate the finite-horizon active fault isolation problem for the spacecraft attitude control systems under different faults with the consideration of attitude constraints and angular velocity constraints. Applying the robust optimization method and the Karush–Kuhn–Tucker (KKT) conditions, the overall finite-horizon active fault isolation problem is converted into a tractable mixed-integer quadratic programming (MIQP), which is solved to obtain an optimal input sequence for active fault isolation. Furthermore, to identify the actual fault of the spacecraft and fulfill the systematic active fault diagnosis (AFD) frame, we also propose a fault identification approach based on the acquired input sequence and corresponding output data. Finally, the effectiveness and superiority of the proposed finite-horizon active fault isolation and identification mechanism are illustrated through numerical simulations of spacecraft attitude control systems under various faults.
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多约束航天器姿态控制系统的有限水平主动故障隔离与识别
提出了一种用于航天器姿态控制系统的有限水平主动故障隔离与识别方案。考虑初始状态不确定性、噪声和各种故障,建立了航天器姿态运动学和动力学的线性化离散模型。将实现观测任务的姿态强制约束和保证运行安全的姿态禁止约束分别建模为线性约束。然后,在考虑姿态约束和角速度约束的情况下,给出了航天器姿态控制系统在不同故障情况下的有限水平主动故障隔离问题。采用鲁棒优化方法,结合Karush-Kuhn-Tucker (KKT)条件,将整体有限水平主动故障隔离问题转化为可处理的混合整数二次规划问题,求解该问题,得到主动故障隔离的最优输入序列。此外,为了识别航天器的实际故障,实现系统主动故障诊断框架,我们还提出了一种基于采集的输入序列和相应的输出数据的故障识别方法。最后,通过对航天器姿态控制系统在各种故障情况下的数值仿真,验证了所提出的有限地平线主动故障隔离与识别机制的有效性和优越性。
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来源期刊
CiteScore
7.80
自引率
13.60%
发文量
433
审稿时长
8.7 months
期刊介绍: IEEE Transactions on Aerospace and Electronic Systems focuses on the organization, design, development, integration, and operation of complex systems for space, air, ocean, or ground environment. These systems include, but are not limited to, navigation, avionics, spacecraft, aerospace power, radar, sonar, telemetry, defense, transportation, automated testing, and command and control.
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