Abstract
In this study, we are concerned with a modularization of fuzzy relational equations that is converting a highly dimensional (multivariable) relational equation into a series of single input fuzzy relational equations. The problem originates from a need of handling (estimating) highly dimensional relational structures and is inherently associated with the curse of dimensionality present in relational fuzzy models. We propose a two-layer architecture and discuss a detailed optimization scheme leading to the determination of the fuzzy relations occurring there. Illustrative numerical studies are also included.
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Pedrycz, W., Vasilakos, A. Modularization of fuzzy relational equations. Soft Computing 6, 33–37 (2002). https://doi.org/10.1007/s005000100125
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DOI: https://doi.org/10.1007/s005000100125