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控制理论与应用 2001
Typical T-S Fuzzy Systems Are Universal Approximators
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Abstract:
The multi input single output T S fuzzy systems investigated in this paper, named as typical T S fuzzy systems, use linear functions of input variables as rule consequents. On the condition that fuzzy sets of each input variable are consistent and all the membership functions are continuous and piecewise differentiable, we proved that typical T S fuzzy systems are universal approximators. Based on the proof, we further pointed out that it's feasible to modify only the rule consequent parameters of typical T S fuzzy systems when it carries out online learning, however the universal approximation capability is still ensured.