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首页> 外文期刊>IEEE Transactions on Control Systems Technology >Observer-Based Fuzzy Adaptive Control for a Glass of Nonlinear Systems: Real-Time Implementation for a Robot Wrist
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Observer-Based Fuzzy Adaptive Control for a Glass of Nonlinear Systems: Real-Time Implementation for a Robot Wrist

机译:非线性系统的基于观察者的模糊自适应控制:机器人手腕的实时实现

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摘要

This paper examines the tracking control problem for a class of feedback linearizable nonlinear systems for which there is no available analytic model. Based on the ability of fuzzy systems to approximate any nonlinear mapping, the unknown nonlinear system is represented by a Takagi-Sugeno (TS) fuzzy system. First, we represent the nonlinear plant with an adaptive TS fuzzy system, where the parameters are adjusted via adaptive laws according to the Lyapunov and passivity theories. Then, a fuzzy adaptive feedback linearizing controller is designed under the constraint that only the output of the plant is available for measurement. According to this constraint, a plant state observer is introduced in the proposed control structure. Finally, the feasibility of the proposed methodology is experimentally validated with a real-time implementation.
机译:本文研究了一类没有可用解析模型的反馈线性化非线性系统的跟踪控制问题。基于模糊系统近似任何非线性映射的能力,未知的非线性系统由Takagi-Sugeno(TS)模糊系统表示。首先,我们用自适应TS模糊系统表示非线性设备,其中根据Lyapunov和无源理论通过自适应定律调整参数。然后,在仅工厂输出可用于测量的约束条件下,设计了模糊自适应反馈线性化控制器。根据此约束,在建议的控制结构中引入了工厂状态观察器。最后,所提出的方法的可行性通过实时实施进行了实验验证。

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