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四次样条插值的改进Fast-ICA算法

郭松林 丘斯帆

黑龙江科技大学学报2023,Vol.33Issue(6):917-921,5.
黑龙江科技大学学报2023,Vol.33Issue(6):917-921,5.DOI:10.3969/j.issn.2095-7262.2023.06.022

四次样条插值的改进Fast-ICA算法

Improved Fast-ICA algorithm based on quadruple spline interpolation

郭松林 1丘斯帆1

作者信息

  • 1. 黑龙江科技大学 电气与控制工程学院,哈尔滨 150022
  • 折叠

摘要

Abstract

This paper aims to improve the performance and accuracy of the blind source separation algorithm.The study involves improving the second-order Newton iteration method of the traditional Fast-ICA algorithm to the fourth-order convergence Newton iteration method with the four-spline interpolation,and constructing four-spline interpolation function;verifying the convergence characteristics of the func-tion through error analysis;simulating and analyze the strength of the original algorithm and the improved algorithm by using Matlab software.The results show that the improved fourth-order convergence Newton iteration method has the fourth-order convergence with the increase of the accuracy and convergence rate by 24%and 35%respectively.

关键词

盲源分离/Fast-ICA/四次样条插值

Key words

blind source separation/Fast-ICA/quad spline interpolation

分类

电子信息工程

引用本文复制引用

郭松林,丘斯帆..四次样条插值的改进Fast-ICA算法[J].黑龙江科技大学学报,2023,33(6):917-921,5.

黑龙江科技大学学报

OACSTPCD

2095-7262

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