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Speaker tracking method research with correlative noises
Li, Jun1; Cao, Jie1,2; Li, Wei1
2014-12-01
发表期刊Jisuanji Fuzhu Sheji Yu Tuxingxue Xuebao/Journal of Computer-Aided Design and Computer Graphics
ISSN10039775
卷号26期号:12页码:2251-2257
摘要In order to address the speaker tracking problem in the strong noise cases, a tracking method of microphone array based on particle filter with correlative noises is proposed in this paper. This method is based on the Gaussian correlative noise background. The optimal proposal distribution function of particles is deduced under the condition of minimum variance significance and is applied to the speaker tracking problem. The proposal distribution function is updated with the observation information of the speech signal arrival time difference, and provides the optimal weights for noise correlative cases. The simulation experimental results show that the proposed method improves the precision of nonlinear filtering in noise related cases, and promotes the adaptability and anti-interference ability of the speaker tracking system effectively. ©, 2014, Institute of Computing Technology. All right reserved.
关键词Distribution functions Monte Carlo methods Anti-interference Correlative noise Microphone arrays Minimum variance Observation information Particle filter Proposal distribution Speaker tracking
收录类别EI
语种中文
出版者Institute of Computing Technology
EI入藏号20150100402951
EI主题词Speech recognition
EI分类号751.5 Speech - 922.1 Probability Theory - 922.2 Mathematical Statistics
来源库Compendex
分类代码751.5 Speech - 922.1 Probability Theory - 922.2 Mathematical Statistics
文献类型期刊论文
条目标识符https://ir.lut.edu.cn/handle/2XXMBERH/112655
专题理学院
兰州理工大学
作者单位1.College of Electrical and Information Engineering, Lanzhou University of Technology, Lanzhou; 730050, China;
2.College of Computer and Communication, Lanzhou University of Technology, Lanzhou; 730050, China
第一作者单位兰州理工大学
第一作者的第一单位兰州理工大学
推荐引用方式
GB/T 7714
Li, Jun,Cao, Jie,Li, Wei. Speaker tracking method research with correlative noises[J]. Jisuanji Fuzhu Sheji Yu Tuxingxue Xuebao/Journal of Computer-Aided Design and Computer Graphics,2014,26(12):2251-2257.
APA Li, Jun,Cao, Jie,&Li, Wei.(2014).Speaker tracking method research with correlative noises.Jisuanji Fuzhu Sheji Yu Tuxingxue Xuebao/Journal of Computer-Aided Design and Computer Graphics,26(12),2251-2257.
MLA Li, Jun,et al."Speaker tracking method research with correlative noises".Jisuanji Fuzhu Sheji Yu Tuxingxue Xuebao/Journal of Computer-Aided Design and Computer Graphics 26.12(2014):2251-2257.
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