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Analytic Model Predictive Control of Uncertain Nonlinear Systems: A Fuzzy Adaptive Approach

机译:不确定非线性系统的解析模型预测控制:模糊自适应方法

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摘要

A fuzzy adaptive analytic model predictive control method is proposed in this paper for a class of uncertain nonlinear systems. Specifically, invoking the standard results from the Moore-Penrose inverse of matrix, the unmatched problem which exists commonly in input and output dimensions of systems is firstly solved. Then, recurring to analytic model predictive control law, combined with fuzzy adaptive approach, the fuzzy adaptive predictive controller synthesis for the underlying systems is developed. To further reduce the impact of fuzzy approximation error on the system and improve the robustness of the system, the robust compensation term is introduced. It is shown that by applying the fuzzy adaptive analytic model predictive controller the rudder roll stabilization system is ultimately uniformly bounded stabilized in the H-infinity sense. Finally, simulation results demonstrate the effectiveness of the proposed method.
机译:针对一类不确定的非线性系统,提出了一种模糊自适应分析模型预测控制方法。具体地,利用矩阵的Moore-Penrose逆调用标准结果,首先解决了系统输入输出尺寸普遍存在的不匹配问题。然后,参照解析模型的预测控制律,结合模糊自适应方法,开发了用于底层系统的模糊自适应预测控制器。为了进一步减少模糊逼近误差对系统的影响并提高系统的鲁棒性,引入了鲁棒补偿项。结果表明,通过应用模糊自适应分析模型预测控制器,方向舵侧倾稳定系统最终在H-无穷大意义上稳定地边界稳定。最后,仿真结果证明了该方法的有效性。

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  • 来源
    《Mathematical Problems in Engineering》 |2015年第18期|760490.1-760490.9|共9页
  • 作者单位

    Harbin Engn Univ, Coll Automat, Harbin 150001, Peoples R China.;

    Harbin Engn Univ, Coll Automat, Harbin 150001, Peoples R China.;

    Harbin Engn Univ, Comp Sci & Technol Coll, Harbin 150001, Peoples R China.;

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