Data-based tuning of bumpless feedforward for tracking of multi-phase trajectories with application to wire-bonding machine

IF 6.3 2区 计算机科学 Q1 AUTOMATION & CONTROL SYSTEMS
Yifan Xu , Silu Chen , Zhuang Xu , Chi Zhang , Weizhen Wang , Dunant Halim
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引用次数: 0

Abstract

To improve the settling time for high-speed point-to-point motion, a piecewise-model feedforward controller is introduced which utilizes multiple inverse sub-models with bumpless transfer between them. As the transfer function of this bumpless feedforward controller is non-commutative and non-invertible, a set of special perturbation and reference inputs are designed to extract the signals required for computing the gradient of the cost function. In this way, the optimal parameters within different motion phases are found within an integrated process. It is experimentally demonstrated in a wire-bonding machine that the root-mean-square of tracking error is improved by at least 15.3% in settling phase by the proposed data-based tuning method with bumpless feedforward controller, compared with existing tuning methods with uniform feedforward controller.

Abstract Image

基于数据调谐的无颠簸前馈多相轨迹跟踪及其在焊丝机中的应用。
为了提高高速点到点运动的沉降时间,引入了一种分段模型前馈控制器,该控制器利用多个逆子模型进行无碰撞传递。由于该无颠簸前馈控制器的传递函数是非交换且不可逆的,因此设计了一组特殊的摄动和参考输入来提取计算代价函数梯度所需的信号。通过这种方法,在一个综合过程中找到不同运动阶段的最优参数。实验结果表明,与现有的均匀前馈调谐方法相比,采用无起伏前馈控制器的基于数据的调谐方法在稳定阶段的跟踪误差均方根值至少提高了15.3%。
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来源期刊
ISA transactions
ISA transactions 工程技术-工程:综合
CiteScore
11.70
自引率
12.30%
发文量
824
审稿时长
4.4 months
期刊介绍: ISA Transactions serves as a platform for showcasing advancements in measurement and automation, catering to both industrial practitioners and applied researchers. It covers a wide array of topics within measurement, including sensors, signal processing, data analysis, and fault detection, supported by techniques such as artificial intelligence and communication systems. Automation topics encompass control strategies, modelling, system reliability, and maintenance, alongside optimization and human-machine interaction. The journal targets research and development professionals in control systems, process instrumentation, and automation from academia and industry.
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