首页> 外文会议>14th IFAC world congress 1999 >MODEL BASED ITERATIVE LEARNING CONTROL (MILC)FOR UNCERTAIN DYNAMIC NON-LINEAR SYSTEMS
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MODEL BASED ITERATIVE LEARNING CONTROL (MILC)FOR UNCERTAIN DYNAMIC NON-LINEAR SYSTEMS

机译:不确定动态非线性系统的基于模型的迭代学习控制(MILC) r n

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摘要

Model based Iterative Learning Control (MILC) is proposed for a class of time varying nonlinearrnuncertain systems. Convergence of MILC is analyzed and the uniform boundedness of tracking errorrnis obtained in the presence of uncertainty and disturbances. It is shown that the learning algorithm notrnonly guarantees the robustness, but also improves the learning rate despite of the presence ofrndisturbances and slowly varying desired trajectories in succeeding iterations. The effectiveness of thernproposed MILC is presented by simulations.
机译:针对一类时变非线性不确定系统,提出了基于模型的迭代学习控制(MILC)。分析了MILC的收敛性,并在存在不确定性和干扰的情况下获得了跟踪误差的均匀有界性。结果表明,尽管在后续迭代中存在扰动和缓慢改变期望轨迹的情况,学习算法不仅保证了鲁棒性,而且提高了学习速度。仿真结果表明了拟议的MILC的有效性。

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