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LINEAR OR NONLINEAR? A BICOHERENCE BASED METRIC OF NONLINEARITY MEASURE

机译:线性或非线性?基于非线性度量的基于横穿的度量

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摘要

Most process controllers are linear and do perform well when they are optimally tuned. However, the presence of nonlinearities in a process can affect the control performance adversely, e.g., valve stiction may cause oscillations; other nonlinearities e.g. due to process operating conditions change, may render the current tuning parameters as 'non-optimal' and so on. For this reason a data-based quantification of process nonlinearity is useful. A new Total Nonlinearity Index (TNLI) is defined to quantify nonlinearities. The method is based on a better estimation of the bicoherence with less number of spurious peaks. The previously published Non-Gaussianity Index (NGI) and Nonlinearity Index (NLI) are modified to overcome their limitations. The efficacy of the proposed indices has been shown using two illustrative examples and one simulation example.
机译:大多数过程控制器是线性的,在最佳调整时表现良好。然而,过程中非线性的存在可以不利地影响控制性能,例如阀门静态可能导致振荡;其他非线性例如由于过程操作条件发生变化,可能将当前调谐参数呈现为“非最佳”等。因此,基于数据的过程非线性的量化是有用的。定义了新的总非线性指数(TNLI)以量化非线性。该方法基于更好地估计少量寄生峰的偏移。先前公布的非高斯度指数(NGI)和非线性指数(NLI)被修改以克服其局限性。已经示出了使用两个说明性实施例和一个模拟例子示出了所提出的指标的功效。

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