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Nonlinear ODE parameter identification of electro-hydraulic servo system based on trust-region optimization algorithm

机译:基于信赖域优化算法的电液伺服系统非线性ODE参数辨识

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In view of the strongly nonlinear characteristic of electro-hydraulic servo system (EHSS), this paper aims to conduct nonlinear ordinary differential equation (ODE) parameter identification of white-box model based on the knowledge of part of the system information so as to get the accurate nonlinear model that can meet the actual needs. By establishing the state space model of the hydraulic system in theory and determining the parameters to be identified, the issue of parameter identification of the system is converted into that of parameter optimization based on output error, and based on trust-region optimization algorithm, the accurate state space model of the system both in no-load and load cases is created; the final test verifies that the nonlinear modeling based on ODE parameter identification is more accurate and effective.
机译:鉴于电液伺服系统(EHSS)的强非线性特性,本文旨在基于部分系统信息的知识对白盒模型进行非线性常微分方程(ODE)参数识别,从而获得可以满足实际需要的精确非线性模型。通过在理论上建立液压系统的状态空间模型并确定要识别的参数,将系统的参数识别问题转换为基于输出误差的参数优化问题,并基于信任区域优化算法,在空载和有载情况下,都创建了准确的系统状态空间模型;最终测试验证了基于ODE参数辨识的非线性建模更加准确有效。

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