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不确定时变系统的鲁棒学习控制算法 被引量:10

Robust learning control algorithms for uncertain time-varying systems
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摘要 研究不确定性时变系统在有限时间区间上重复作业和在无限时间区间上周期作业的跟踪控制问题.基于Lyapunov-like方法,给出了形式简单的鲁棒迭代学习控制和鲁棒重复控制两种算法.两种学习算法均可弥补单一控制算法的缺陷,鲁棒控制部分被用来保证闭环系统中所有变量的有界性,学习控制部分可有效消除系统跟踪误差,改善系统的跟踪性能.仿真结果验证了两种学习算法的有效性. The trajectory tracking problem of uncertain time-varying systems is addressed, where the same tasks are performed repeatedly within a finite duration of time, or periodic references are followed over an infinite interval. Through the Lyapunov-like synthesis, two robust learning control algorithms are developed based on the control tasks, and their stability and convergence results are established. Both algorithms can compensate for the shortcoming when either one is applied separately. The robust control component guarantees all the variables in the closed-loop to be bounded, while the learning control component ensures that the tracking error converges to zero. Numerical results are presented to demonstrate effectiveness of the proposed learning algorithms.
作者 刘利 孙明轩
出处 《控制理论与应用》 EI CAS CSCD 北大核心 2010年第3期323-328,共6页 Control Theory & Applications
基金 国家自然科学基金资助项目(60474005 60774021 60874041) 浙江省自然科学基金资助项目(Y107494)
关键词 迭代学习控制 重复控制 鲁棒控制 收敛性 iterative learning control repetitive control robust control convergence
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参考文献10

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同被引文献102

  • 1孙明轩,王郸维,陈彭年.有限区间非线性系统的重复学习控制[J].中国科学:信息科学,2010,40(3):433-444. 被引量:12
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  • 3李宏胜.具有扰动的非线性系统高阶迭代学习控制[J].模式识别与人工智能,2006,19(4):450-454. 被引量:5
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