Łakomy Krzysztof, Madonski Rafal
Institute of Automatic Control and Robotics, Poznań University of Technology, Piotrowo 3A, 60-965, Poznań, Poland.
Energy Electricity Research Center, International Energy College, Jinan University, Zhuhai, Guangdong, 519070, PR China.
ISA Trans. 2021 Mar;109:1-10. doi: 10.1016/j.isatra.2020.09.007. Epub 2020 Sep 28.
The extended state observer (ESO) plays an important role in the design of feedback control for nonlinear systems. However, its high-gain nature creates a challenge in engineering practice in cases where the output measurement is corrupted by non-negligible, high-frequency noise. The presence of such noise puts a constraint on how high the observer gains can be, which forces a trade-off between fast convergence of state estimates and quality of control task realization. In this work, a new observer design is proposed to improve the estimation performance in the presence of noise. In particular, a unique cascade combination of ESOs is developed, which is capable of fast and accurate signals reconstruction, while avoiding over-amplification of the measurement noise. The effectiveness of the introduced observer structure is verified here while working as a part of an active disturbance rejection control (ADRC) scheme. The conducted numerical validation and theoretical analysis of the new observer structure show improvement over standard solution in terms of noise attenuation.
扩展状态观测器(ESO)在非线性系统的反馈控制设计中起着重要作用。然而,在工程实践中,当输出测量受到不可忽略的高频噪声干扰时,其高增益特性带来了挑战。这种噪声的存在限制了观测器增益的上限,这就迫使在状态估计的快速收敛和控制任务实现的质量之间进行权衡。在这项工作中,提出了一种新的观测器设计,以提高在存在噪声情况下的估计性能。特别是,开发了一种独特的ESO级联组合,它能够快速准确地重建信号,同时避免测量噪声的过度放大。在此,当作为有源干扰抑制控制(ADRC)方案的一部分时,验证了所引入的观测器结构的有效性。对新观测器结构进行的数值验证和理论分析表明,在噪声衰减方面优于标准解决方案。