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基于两步单源点筛选的改进退化解混和估计算法

吴礼福 马思佳 孙康

数据采集与处理2024,Vol.39Issue(5):1114-1125,12.
数据采集与处理2024,Vol.39Issue(5):1114-1125,12.DOI:10.16337/j.1004-9037.2024.05.005

基于两步单源点筛选的改进退化解混和估计算法

Improved Degenerate Unmixing Estimation Technique Algorithm Based on Two-Step Single-Source Point Screening

吴礼福 1马思佳 2孙康2

作者信息

  • 1. 南京信息工程大学电子与信息工程学院,南京 210044||江苏省大气环境与装备技术协同创新中心,南京 210044
  • 2. 南京信息工程大学电子与信息工程学院,南京 210044
  • 折叠

摘要

Abstract

The degenerate unmixing estimation technique(DUET)algorithm is a typical underdetermined blind source separation algorithm.However,as a binary time-frequency mask-based method,DUET erroneously results in some interference signals retention.This paper proposes an improved DUET algorithm based on two-step single-source point screening.The cosine angle algorithm is used for the first-step single-source point screening,and then a similarity calculation method is employed for the second-step single-source point screening.After obtaining more accurate target and interference signals through two-step single-source point screening,the filter designed to cancel the interference signals replaces the binary time-frequency mask of DUET,achieving interference signal suppression and target signal extraction.Simulation results show that the proposed method has good performance in both positive definite and underdetermined blind source separation.

关键词

盲源分离/退化解混和估计算法/单源点筛选/抵消核/语音信号

Key words

blind source separation/degenerate unmixing estimation technique(DUET)algorithm/single-source point screening/cancellation kernel/speech signal

分类

信息技术与安全科学

引用本文复制引用

吴礼福,马思佳,孙康..基于两步单源点筛选的改进退化解混和估计算法[J].数据采集与处理,2024,39(5):1114-1125,12.

基金项目

国家自然科学基金(12074192). (12074192)

数据采集与处理

OA北大核心CSTPCD

1004-9037

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