分数阶系统在时间和频率域的一种新的多模型表示

Q1 Mathematics
Abdennacer Ben Messaoud, S. Talmoudi, M. Ksouri
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引用次数: 0

摘要

为了解决分数阶系统中的一些难题,如分数阶算子的计算量大,分数阶传递函数通常用整数阶模型来近似。然而,该模型的尺寸随着其精度的增加而增加,这会使控制器的设计变得更加困难。本文研究了一种新的分数阶系统建模方法。该方法利用多模型技术,用一组更简单的整数阶模型代替了唯一的分数阶模型。不同模型的确定是基于分数阶导数算子sα的近似。然后,通过对通过优化约束最小二乘问题计算出的简单模型各自的相关度进行加权的融合来获得全局模型。所得到的最终模型可以在时域和频域中充分地表示分数阶系统。对学术实例进行的模拟和比较研究表明,与基于Oustaloup近似值的单个模型建模相比,所提出的建模方法在时域和频域上都很有趣、清晰且准确性有所提高。
本文章由计算机程序翻译,如有差异,请以英文原文为准。
A New Multimodel Representation of Fractional-Order Systems in Both Time and Frequency Domains
In order to deal with some difficult problems in fractional-order systems, like high computational load of fractional-order operator, fractional-order transfer function is commonly approximated by an integer order model. However, the dimension of this model increases with its accuracy, which can make the design of a controller more difficult. In this paper, a new approach for modelling of fractional-order systems is investigated. Exploiting the multimodel technique, the suggested method replaces the unique fractional-order model by a set of simpler integer order models. The determination of the different models is based on an approximation of the fractional-order derivative operator sα. Then the global model is obtained through a fusion of the simple models weighted by their respective relevance degrees calculated by optimizing a constrained least squares problem. The resulting final model can represent adequately the fractional-order systems both in time and in frequency domains. Simulations and comparative studies carried out on academic examples indicate the interest, the clarity and the improvement in accuracy in both time and frequency domains of the proposed modelling method, compared to modelling by a single model based on the approximation of Oustaloup.
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来源期刊
International Review of Automatic Control
International Review of Automatic Control Engineering-Control and Systems Engineering
CiteScore
2.70
自引率
0.00%
发文量
17
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