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Hybrid robust fault detection and isolation of satellite reaction wheel actuators
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作者 H.Abbasi Nozari S.J.Sadati Rostami +1 位作者 Paolo Castaldi Silvio Simani 《Journal of Control and Decision》 EI 2024年第1期117-131,共15页
In this paper,a combined robust fault detection and isolation scheme is studied for satellite system subject to actuator faults,external disturbances,and parametric uncertainties.The proposed methodology incorporates ... In this paper,a combined robust fault detection and isolation scheme is studied for satellite system subject to actuator faults,external disturbances,and parametric uncertainties.The proposed methodology incorporates a residual generation module,including a bank of filters,into an intelligent residual evaluation module.First,residual filters are designed based on an improved nonlinear differential algebraic approach so that they are not affected by external disturbances.The residual evaluation module is developed based on the suggested series and parallel forms.Further,a new ensemble classification scheme defined as blended learning integrates heterogeneous classifiers to enhance the performance.A wide range of simulations is carried out in a high-fidelity satellite simulator subject to the constant and time-varying actuator faults in the presence of disturbances,manoeuvres,uncertainties,and noises.The obtained results demonstrate the effectiveness of the proposed robust fault detection and isolation method compared to the traditional nonlinear differential algebraic approach. 展开更多
关键词 Robust fault detection and isolation reaction wheels blended learning series and parallel fault detection and isolation forms satellite attitude control system
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