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Robust H-infinity filtering for a spacecraft attitude determination system with affine LPV approach

机译:采用仿射LPV方法的航天器姿态确定系统的鲁棒H无限滤波

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摘要

A novel approach is presented in this paper for the filtering design in a spacecraft attitude determination system (ADS), which is equipped with a star sensor and three-axis gyros. Firstly, the ADS workflow and its mathematical model components are described. Then, the ADS state-space model is established as a linear parameter varying (LPV) system, and its matrices are assumed to affinely depend on time-varying parameters, i.e. three-axis angular rates. Secondly, system uncertainties and non-Gaussian noises in the spacecraft ADS are considered, and a parameter-dependent robust H-infinity filter is designed based on the established LPV model. This filtering design is then transformed as an optimisation process in terms of linear matrix inequalities (LMIs) which is numerically tractable. At last, results from both simulations and hardware-in-the-loop tests with simulated star-tracker measurements are presented. It can be observed that, compared with the Kalman filter, the proposed filtering method achieves more robust results with considering model uncertainties and non-Gaussian noises, which is closer to practical situations. Also, it is more computationally efficient than the Kalman filter, which is very demanding with hard real-time requirement. (C) 2016 Elsevier Masson SAS. All rights reserved.
机译:本文提出了一种新颖的方法,用于航天器姿态确定系统(ADS)中的滤波设计,该系统配备了星形传感器和三轴陀螺仪。首先,介绍了ADS工作流程及其数学模型组件。然后,将ADS状态空间模型建立为线性参数变化(LPV)系统,并假定其矩阵仿佛依赖于随时间变化的参数,即三轴角速率。其次,考虑了航天器ADS中的系统不确定性和非高斯噪声,并基于已建立的LPV模型设计了参数相关的鲁棒H-无限滤波器。然后,根据数字矩阵可处理的线性矩阵不等式(LMI),将该滤波设计转换为优化过程。最后,给出了模拟和星型跟踪仪测量结果在环测试的结果。可以看出,与卡尔曼滤波器相比,该方法在考虑模型不确定性和非高斯噪声的情况下,获得了更鲁棒的结果,更接近实际情况。而且,它比卡尔曼滤波器的计算效率更高,后者对实时性要求很高。 (C)2016 Elsevier Masson SAS。版权所有。

著录项

  • 来源
    《Aerospace science and technology》 |2016年第8期|158-169|共12页
  • 作者单位

    Beihang Univ, Sch Instrumentat Sci & Optoelect Engn, Beijing 100191, Peoples R China;

    Beihang Univ, Sch Instrumentat Sci & Optoelect Engn, Beijing 100191, Peoples R China;

    Beihang Univ, Sch Instrumentat Sci & Optoelect Engn, Beijing 100191, Peoples R China;

    Beihang Univ, Sch Instrumentat Sci & Optoelect Engn, Beijing 100191, Peoples R China;

    Beihang Univ, Sch Instrumentat Sci & Optoelect Engn, Beijing 100191, Peoples R China;

  • 收录信息 美国《科学引文索引》(SCI);美国《工程索引》(EI);
  • 原文格式 PDF
  • 正文语种 eng
  • 中图分类
  • 关键词

    ADS; LPV; Parameter-dependent analysis; Robust H-infinity filter; LMI;

    机译:ADS;LPV;参数相关分析;鲁棒H无限滤波器;LMI;

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