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Performance Monitoring and Data Driven PID Parameter Tuning for Noisy Systems

机译:用于噪声系统的性能监控和数据驱动PID参数调整

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In industrial processes, it is necessary to maintain the user-specified control performance in order to achieve desired productivity. Many process control systems have the stochastic noise. For the noisy systems, the ordinary performance assessment method which based on the control error variance requires the long data windows, because the short data windows make the performance index oscillatory. The control performance deterioration can not be detected quickly by the long data windows. Moreover, the optimizations of FRIT for the steady state is difficult for the noisy systems, because of the high frequency component of the control error signal. In this paper, a performance monitoring method and a data driven PID parameter tuning method for the noisy systems are considered. Each approach effectively uses a low-pass filter. The effectiveness of the proposed schemes are verified by using a simulation example.
机译:在工业过程中,有必要维持用户指定的控制性能,以达到所需的生产率。许多过程控制系统具有随机噪声。对于嘈杂的系统,基于控制误差方差的普通性能评估方法需要长数据窗口,因为短数据窗口使性能索引振荡。长数据窗口无法快速检测控制性能劣化。此外,由于控制误差信号的高频分量,噪声系统难以实现稳定状态的玻璃料的优化。在本文中,考虑了用于噪声系统的性能监测方法和数据驱动PID参数调整方法。每个方法有效地使用低通滤波器。通过使用模拟示例来验证所提出的方案的有效性。

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