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Robustness to measurement noise of a globally convergent attitude observer with topological relaxations

机译:具有拓扑放松的全球会聚态度观测器的测量噪声的鲁棒性

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摘要

In the past decade, substantial effort has been put in the design of attitude observers with bias estimation that present both stability and convergence guarantees. However, most theoretical results consider a noiseless setting, deferring the analysis of the effect of noise to simulation and experimental results. This paper addresses the robustness of an existing solution to noise in all measurements by considering two settings: (i) bounded noise and (ii) stochastic noise modeled by a Wiener process. The results are appealing in that they effectively show the robustness of the observer in both scenarios, thus complementing global exponential convergence in noiseless settings. In particular, for bounded noise, the estimation error remains bounded, whereas in the case of noise modeled by a Wiener process, the mean error converges to zero, with bounded covariance. Finally, an additional result regarding the computation of estimates on SO(3) is also included.
机译:在过去的十年中,有了大量的努力,在态度观察者的设计中,偏见估计的态度观察员既有稳定性和收敛保证。 然而,大多数理论结果考虑无噪声设置,推迟噪声对模拟和实验结果的影响分析。 本文通过考虑两个设置:(i)由维纳过程建模的有界噪声和(ii)随机噪声和(ii)由维纳过程建模的随机噪声和(ii)的随机噪声,解决了所有测量中现有解决方案的稳健性。 结果在吸引人的吸引力中,它们有效地示出了这两种情况中观察者的稳健性,从而补充了无噪声设置中的全球指数趋同。 特别地,对于界限噪声,估计误差保持有界,而在由维纳过程建模的噪声的情况下,平均误差会收敛到零,其中有界协方差。 最后,还包括附加关于所以(3)上的估计计算的额外结果。

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