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Robust control and data-driven tuning of a hybrid integrator-gain system with applications to wafer scanners

机译:混合积分增益系统的鲁棒控制和数据驱动的调谐及其在晶圆扫描仪上的应用

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摘要

A hybrid integrator-gain system is discussed that aims for improved low-frequency disturbance rejection, while, at the same time, does not deteriorate overshoot and settling times when compared with a linear integrator. The hybrid integrator has similar phase advantages as the well-known Clegg integrator but without inducing the discontinuous behavior resulting from resetting system state values. Optimal tuning of the controller parameters of the hybrid integrator is strongly influenced by machine-specific properties and therefore favors a data-driven optimization approach. However, as a time-domain optimization algorithm can easily lead to nonrobust solutions in the sense of large peaking of the closed-loop frequency response functions, frequency-domain robustness constraints will be imposed. By means of an adaptive weighting filter design, the parameter updates are penalized upon violation of said robustness constraints. Posed in an unconstrained problem formulation, this is subsequently solved by applying a Gauss-Newton-based parameter update scheme. Closed-loop stability of the linear time-invariant plant and controller in feedback connection with a hybrid integrator-gain system element follows from a circle-criterion-like analysis, which is based on evaluating (measured) frequency response data. Measurement results obtained from an industrial wafer scanner demonstrate the effectiveness of the approach.
机译:讨论了一种混合积分增益系统,旨在改善低频干扰抑制性能,与此同时,与线性积分器相比,它不会恶化过冲和稳定时间。混合积分器具有与众所周知的Clegg积分器相似的相位优势,但不会引起由于重置系统状态值而导致的不连续行为。混合积分器的控制器参数的优化调整受特定于机器的属性的强烈影响,因此更倾向于采用数据驱动的优化方法。但是,由于时域优化算法很容易导致闭环频率响应函数出现较大峰值,因此将产生非稳健的解决方案,因此将施加频域鲁棒性约束。通过自适应加权滤波器设计,在违反所述鲁棒性约束时对参数更新进行惩罚。摆在不受约束的问题表述中,随后可以通过应用基于高斯-牛顿的参数更新方案来解决。与混合积分增益系统元件进行反馈连接的线性时不变设备和控制器的闭环稳定性源自类似圆准则的分析,该分析基于评估(测量)的频率响应数据。从工业晶圆扫描仪获得的测量结果证明了该方法的有效性。

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