• 综合
  • 标题
  • 关键词
  • 摘要
  • 学者
  • 期刊-刊名
  • 期刊-ISSN
  • 会议名称
搜索

作者:

Jia, Maoshen (Jia, Maoshen.) | Sun, Jundai (Sun, Jundai.) | Bao, Changchun (Bao, Changchun.) (学者:鲍长春) | Ritz, Christian (Ritz, Christian.)

收录:

EI Scopus SCIE

摘要:

This paper proposes a blind source separation (BSS) method for recovering multiple speech sources from sound fields recorded by a B-format microphone. This microphone provides a four channel representation that can be used to derive the direction of arrival (DOA) of spatially distinct time-frequency (TF) components. Such sparse components correspond to bins where only one speech source is active and are identified based on the inter correlation among the mixture signals. They are recovered via a degenerate unmixing estimation technique (DUET)-like method. Proposed is a "local-zone stationarity" assumption, where the amplitude of a speech signal remains approximately constant within a small band of TF components. This assumption is validated through statistical analysis of a quantitative measure of stationarity. Under this assumption, the non-sparse components (TF points where more than one speech source is active) are recovered via a Wiener-filter-like approach where the separated sparse components is utilized as a guide. The final separated sources are obtained by combining the separated sparse and non-sparse components. Both objective and subjective evaluations show that the proposed method achieves better separation quality compared to some existing BSS approaches where up to six simultaneous speech sources are considered.

关键词:

Multiple speech source separation Sparsity B-format microphone

作者机构:

  • [ 1 ] [Jia, Maoshen]Beijing Univ Technol, Fac Informat Technol, Beijing 100124, Peoples R China
  • [ 2 ] [Sun, Jundai]Beijing Univ Technol, Fac Informat Technol, Beijing 100124, Peoples R China
  • [ 3 ] [Bao, Changchun]Beijing Univ Technol, Fac Informat Technol, Beijing 100124, Peoples R China
  • [ 4 ] [Ritz, Christian]Univ Wollongong, ICT Res Inst, Wollongong, NSW 2500, Australia
  • [ 5 ] [Ritz, Christian]Univ Wollongong, Sch Elect Comp & Telecommun Engn, Wollongong, NSW 2500, Australia

通讯作者信息:

  • [Jia, Maoshen]Beijing Univ Technol, Fac Informat Technol, Beijing 100124, Peoples R China

电子邮件地址:

查看成果更多字段

相关关键词:

相关文章:

来源 :

SPEECH COMMUNICATION

ISSN: 0167-6393

年份: 2018

卷: 96

页码: 184-196

3 . 2 0 0

JCR@2022

ESI学科: COMPUTER SCIENCE;

ESI高被引阀值:161

JCR分区:3

被引次数:

WoS核心集被引频次: 15

SCOPUS被引频次: 25

ESI高被引论文在榜: 0 展开所有

万方被引频次:

中文被引频次:

近30日浏览量: 0

归属院系:

在线人数/总访问数:146/4610368
地址:北京工业大学图书馆(北京市朝阳区平乐园100号 邮编:100124) 联系我们:010-67392185
版权所有:北京工业大学图书馆 站点建设与维护:北京爱琴海乐之技术有限公司