Optimization of the Radial Basis Function Network Using Time-Frequency Localization

시간-주파수 분석을 이용한 방사 기준 함수 구조의 최적화

  • 김성주 (중앙대학교 전자전기공학부) ;
  • 김용택 (중앙대학교 전자전기공학부) ;
  • 조현찬 (한국기술교육대학교 정보기술공학부) ;
  • 전홍태 (중앙대학교 전자전기공학부)
  • Published : 2000.11.01

Abstract

In this paper, we propose the initial optimized structure of the Radial Basis Function Network which is more simple in the part of the structure and converges more faster than Neural Network with the analysis method using Time-Frequency Localization. When we construct the hidden node with the Radial Basis Function whose localization is similar with an approximation target function in the plane of the Time and Frequency, we make a good decision of the initial structure having an ability of approximation.

Keywords