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Run-to-run control of batch production process in manufacturing systems based on online measurement

机译:基于在线测量的制造系统中批生产过程的运行间控制

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摘要

Run-to-run control is an important and effective method for quality control of batch production process in manufacturing systems. Most of current run-to-run control methods are investigated based on offline sampled measurement due to the limitation of measurement technology. The sampled measurements cannot represent each run, thus lead to performance deterioration of run-to-run control methods. The development of new measurement technologies provides great opportunities to improve product quality, since all data of each run is obtained by online measurement. This paper presents a systematic run-to-run control method for batch production process in manufacturing systems based on online measurement. Firstly, a single-input-single-output process model of multiple workpieces (MSISO) is built and a MSISO double exponentially-weighted-moving-average (EWMA) controller is proposed. The proposed MSISO double EWMA controller updates control recipe of current run based on all output data of its previous run. Then, the stability analysis of the proposed MSISO double EWMA controller is conducted to obtain the sufficient conditions for the asymptotic stability of the control process in manufacturing systems. Mean square error (MSE) is used to evaluate the quality control performance. The results of simulation experiments and a case study show that the proposed method can effectively improve the control performance for batch production process in manufacturing systems when compared to other run-to-run-based methods.
机译:批量控制是制造系统中批量生产过程质量控制的重要有效方法。由于测量技术的局限性,目前大多数的运行控制方法都是基于离线采样测量进行研究的。采样的测量值不能代表每个运行,因此会导致运行间控制方法的性能下降。新测量技术的发展为提高产品质量提供了巨大的机会,因为每次运行的所有数据都是通过在线测量获得的。本文提出了一种基于在线测量的制造系统中批量生产过程的系统运行控制方法。首先,建立了多工件单输入单输出的过程模型(MSISO),提出了MSISO双指数加权移动平均(EWMA)控制器。建议的MSISO双EWMA控制器根据其先前运行的所有输出数据来更新当前运行的控制配方。然后,对所提出的MSISO双EWMA控制器进行稳定性分析,以获得制造系统控制过程的渐近稳定性的充分条件。均方误差(MSE)用于评估质量控制性能。仿真实验和实例研究结果表明,与其他基于运行的方法相比,该方法可以有效地提高制造系统中批量生产过程的控制性能。

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