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Adaptive fuzzy control for differentially flat MIMO nonlinear dynamical systems

机译:差分平面MIMO非线性动力学系统的自适应模糊控制

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The paper proposes flatness-based adaptive fuzzy control for uncertain MIMO nonlinear dynamical systems. The considered control scheme based on differential flatness theory extends the class of systems in which indirect adaptive fuzzy control can be applied. To conclude if a dynamical system is differentially flat, the following should be examined: (i) the existence of the flat output, which is a variable that can be written as a function of the system's state variables (ii) the system's state variables and the input can be written as functions of the flat output and its derivatives. Nonlinear systems satisfying the differential flatness property can be written in the Brunovsky (canonical) form via a transformation of their state variables and control inputs. The resulting control signal is shown to contain nonlinear elements, which in case of unknown system parameters can be calculated using neuro-fuzzy approximators. Using Lyapunov stability analysis it is shown that one can compute an adaptation law for the neuro-fuzzy approximators which assures stability of the closed loop. The performance of the proposed flatness-based adaptive fuzzy control scheme is tested through simulation experiments on benchmark nonlinear multi-input multi-output dynamical systems, such as robotic manipulators.
机译:针对不确定的MIMO非线性动力学系统,提出了基于平坦度的自适应模糊控制。所考虑的基于微分平坦度理论的控制方案扩展了可以应用间接自适应模糊控制的系统类别。为了得出动力学系统是否为微分平坦的结论,应检查以下内容:(i)平坦输出的存在,该输出可以作为系统状态变量的函数来写入(ii)系统状态变量和输入可以写为平面输出及其派生函数。满足差分平坦度特性的非线性系统可以通过其状态变量和控制输入的转换以布鲁诺夫斯基(规范)形式编写。所显示的控制信号包含非线性元素,在未知系统参数的情况下,可以使用神经模糊近似器进行计算。使用Lyapunov稳定性分析表明,可以为神经模糊近似器计算一种适应律,从而确保闭环的稳定性。通过在基准非线性多输入多输出动力系统(例如机器人操纵器)上的仿真实验,测试了所提出的基于平坦度的自适应模糊控制方案的性能。

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