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基于UD矩阵分解的模糊建模算法及收敛性分析

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Date of Publication:2010-01-01

Journal:大连理工大学学报

Issue:4

Page Number:597-602

ISSN No.:1000-8608

Abstract:Due to some uncertainty factors, including noises, interferences and the coupling among variables, the similar linear correlation among columns may exist in fuzzy relation matrix. To reconstruct the input space of the fuzzy model, the algorithm based on the objective function is proposed to confirm the structure and parameters of fuzzy model for nonlinear systems. It makes simplify the structure of model and delete those redundant rules. The UD matrix decomposition is used to greatly reduce the computation cost in the fuzzy modeling. The convergence proof of the presented algorithm is shown. The simulation results demonstrate the effectiveness of the proposed method.

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