Knowledge Commons of Institute of Automation，CAS
| Noise Robust Direction of Arrival Estimation for Speech Source With Weighted Bispectrum Spatial Correlation Matrix | |
Xue, Wei ; Liu, Wenju; Liang, Shan
| |
| 发表期刊 | IEEE JOURNAL OF SELECTED TOPICS IN SIGNAL PROCESSING
 |
| 2015-08-01 | |
| 卷号 | 9期号:5页码:837-851 |
| 文章类型 | Article |
| 摘要 | One big challenge to the robust direction of arrival (DOA) estimation for the speech source is the environmental noise. In practical conditions, the noise can be undirected or emitted from a pointed source. In order to improve the reliability of DOA estimation in various adverse noisy conditions, we propose a novel DOA estimation method in this paper, and what lies in the core in the method is the "Weighted Bispectrum Spatial Correlation Matrix (WBSCM)." The bispectrum is a kind of higher order statistics (HOS) of a signal, and the WBSCM reflects the spatial correlation of the bispectrum phase differences (BPD) between different microphones. As the HOS of the Gaussian signal is theoretically zero, by formulating in the bispectrum domain, the proposed method has an inherent advantage against the Gaussian noise. Moreover, the BPD, which is embedded in the WBSCM, contains the redundant information related to the DOA of the speech source. This redundancy helps to improve the robustness in non-Gaussian noise conditions, especially for the directional interference scenarios. In addition, the WBSCM enables bispectrum weighting to select the speech units in the bispectrum, in order to highlight the effect of these units in the DOA estimation. Similar to the signal-to-noise estimation, a decision-directed method is proposed to compute the bispectrum weights. Finally, a new DOA estimator is proposed, which is based on the eigenvalue analysis of the WBSCM. We conduct experiments under various kinds of noisy environments, and the experimental results demonstrate the effectiveness of proposed method. |
| 关键词 | Direction Of Arrival (Doa) Estimation Microphone Array Signal Processing High Order Statistics Bispectrum |
| WOS标题词 | Science & Technology ; Technology |
| 关键词[WOS] | TIME-DELAY ESTIMATION ; HIGHER-ORDER SPECTRA ; SOURCE LOCALIZATION ; DOA ESTIMATION ; MICROPHONE ARRAYS ; CROSS-CORRELATION ; IDENTIFICATION ; ENHANCEMENT ; ENVIRONMENT ; STATISTICS |
| 收录类别 | SCI |
| 语种 | 英语 |
| WOS研究方向 | Engineering |
| WOS类目 | Engineering, Electrical & Electronic |
| WOS记录号 | WOS:000357932100008 |
| 引用统计 | |
| 文献类型 | 期刊论文 |
| 条目标识符 | http://ir.ia.ac.cn/handle/173211/8875 |
| 专题 | 多模态人工智能系统全国重点实验室_机器人视觉 |
| 作者单位 | Chinese Acad Sci, Inst Automat, Natl Lab Pattern Recognit, Beijing 100190, Peoples R China |
| 第一作者单位 | 模式识别国家重点实验室 |
| 推荐引用方式 GB/T 7714 | Xue, Wei,Liu, Wenju,Liang, Shan. Noise Robust Direction of Arrival Estimation for Speech Source With Weighted Bispectrum Spatial Correlation Matrix[J]. IEEE JOURNAL OF SELECTED TOPICS IN SIGNAL PROCESSING,2015,9(5):837-851. |
| APA | Xue, Wei,Liu, Wenju,&Liang, Shan.(2015).Noise Robust Direction of Arrival Estimation for Speech Source With Weighted Bispectrum Spatial Correlation Matrix.IEEE JOURNAL OF SELECTED TOPICS IN SIGNAL PROCESSING,9(5),837-851. |
| MLA | Xue, Wei,et al."Noise Robust Direction of Arrival Estimation for Speech Source With Weighted Bispectrum Spatial Correlation Matrix".IEEE JOURNAL OF SELECTED TOPICS IN SIGNAL PROCESSING 9.5(2015):837-851. |
| 条目包含的文件 | 下载所有文件 | |||||
| 文件名称/大小 | 文献类型 | 版本类型 | 开放类型 | 使用许可 | ||
| Xue_15.pdf（3205KB） | 期刊论文 | 作者接受稿 | 开放获取 | CC BY-NC-SA | 浏览 下载 | |
除非特别说明，本系统中所有内容都受版权保护，并保留所有权利。
修改评论