Immersion and Invariance Based Composite Adaptive Control for Nonlinear Systems with Both Parametric and Non-Parametric Uncertainties
Zhen Liu; Zhiqiang Pu; Tenghai Qiu; Huimu Wang; Jianqiang Yi
2020-07
会议名称IFAC World Congress
会议日期2020.7.12-17
会议地点Berlin, Germany
出版者Elsevier
摘要

The design of an immersion and invariance (I&I) based composite adaptive control for a class of uncertain nonlinear systems is presented in this paper. The key feature of this control scheme lies in the construction of the novel adaptive laws, aiming to address both parametric and non-parametric uncertainties simultaneously. Composite adaptive laws, which are driven by both the information of tracking error and prediction error, are first proposed using I&I theory for the estimations of parametric uncertainties. Then the technique of σ-modification is used to guarantee the stability in the presence of non-parametric uncertainties. Stability analysis is presented using the Lyapunov theory. Improved performance of the proposed control scheme is observed via numerical simulations.

七大方向——子方向分类智能控制
国重实验室规划方向分类智能计算与学习
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文献类型会议论文
条目标识符http://ir.ia.ac.cn/handle/173211/57429
专题复杂系统认知与决策实验室_听觉模型与认知计算
作者单位中国科学院自动化研究所
第一作者单位中国科学院自动化研究所
推荐引用方式
GB/T 7714
Zhen Liu,Zhiqiang Pu,Tenghai Qiu,et al. Immersion and Invariance Based Composite Adaptive Control for Nonlinear Systems with Both Parametric and Non-Parametric Uncertainties[C]:Elsevier,2020.
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