Effect of measurement noise on the performance of a depth and pitch controller using the model predictive control method

L. Steenson, A. Phillips, S. Turnock, M. Furlong, E. Rogers
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引用次数: 12

Abstract

In this paper a depth and pitch controller for a hover-capable AUV is designed and implemented in simulation. The effect on controller performance of random Gaussian noise on the feedback signals is evaluated. It has been shown that very small levels of measurement noise will result in the controller performance degrading substantially and behaving in an erratic fashion. A polynomial type filter has been proposed and integrated into the model predictive control algorithm. This modification reduces the effect of the measurement noise substantially and improves controller performance.
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采用模型预测控制方法研究测量噪声对深度和俯仰控制器性能的影响
本文设计并仿真实现了具有悬停能力的水下航行器的深度和俯仰控制器。分析了反馈信号上随机高斯噪声对控制器性能的影响。已经表明,非常小的测量噪声水平将导致控制器性能大幅下降,并以不稳定的方式表现。提出了一种多项式型滤波器,并将其集成到模型预测控制算法中。这种改进大大降低了测量噪声的影响,提高了控制器的性能。
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