MULTI-MOTOR DRIVE NON-PARAMETRIC BLACK-BOX FUZZY MODEL

IF 0.6 Q4 ENGINEERING, MECHANICAL MM Science Journal Pub Date : 2023-06-01 DOI:10.17973/mmsj.2023_06_2023009
DANIELA PERDUKOVA, PAVOL FEDOR
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Abstract

The multi-motor drives, the typical examples of which are continuous lines (CL) for tension processing of various materials are complex and coupled MIMO higher-order nonlinear systems, which parameters are difficult to identify. The article focuses on a method for the design of a non-parametric black-box fuzzy model of a continuous production line with emphasis on minimal knowledge on the modelled system. The proposed fuzzy model structure is based on the state space representation of the dynamic system in discrete form, which only requires a suitable set of information on its input/output relations. The properties of the proposed CL fuzzy model were verified by experimental measurements on a CL laboratory model. The obtained results have confirmed the rightness and effectiveness of the fuzzy model design method that can be applied not only in the field of industry technologies with CL but also in modeling and control of nonlinear dynamic systems.
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多电机驱动非参数黑箱模糊模型
多电机驱动是一种复杂的高阶非线性系统,其参数辨识困难,以各种材料张力加工的连续线驱动为典型。本文研究了一种设计连续生产线非参数黑盒模糊模型的方法,该方法强调建模系统的最小知识。所提出的模糊模型结构是基于动态系统离散形式的状态空间表示,只需要一组合适的输入/输出关系信息。在一个CL实验室模型上进行了实验测量,验证了所提出的CL模糊模型的性能。研究结果验证了模糊模型设计方法的正确性和有效性,不仅可以应用于工业技术领域,而且可以应用于非线性动态系统的建模和控制。
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来源期刊
MM Science Journal
MM Science Journal ENGINEERING, MECHANICAL-
CiteScore
1.30
自引率
42.90%
发文量
96
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