Hierarchical TS fuzzy system and its universal approximation

  • Authors:

  • Puyin Liu;Hongxing Li

  • Affiliations:

  • Department of Mathematics, Beijing Normal University, Beijing 100875, China and Department of Mathematics, National University of Defense Technology, Changsha 410073, China;Department of Mathematics, Beijing Normal University, Beijing 100875, China

  • Venue:
  • Information Sciences—Informatics and Computer Science: An International Journal
  • Year:
  • 2005

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Abstract

An efficient tool to deal with the 'rule explosion' problem is the hierarchical system by which a fuzzy system can be decomposed into a number of hierarchically connected low-dimensional systems. In this paper a generalized hierarehical Tagaki-Sugeno (TS) system is built. It is shown that the input-output (I/O) relationship of this generalized hierarehical system can be represented as one of a standard TS fuzzy system. And the system approximation capability is analyzed by taking piecewise linear functions as a bridge. By constructive method it is proven that the hierarchical fuzzy systems (HFS's) can be universal approximators. For the given approximation accuracy, an estimation formula about the number of the rules needed in the HFS is established. Finally some simulation examples confirm that the HFS's with smaller size rule base can approximate the given functions with high accuracy. The results obtained here provide us with the theoretical basis for various applications of HFS's.