Near-field adaptive beamformer for robust speech recognition

被引:20
|
作者
McCowan, IA [1 ]
Moore, DC [1 ]
Sridharan, S [1 ]
机构
[1] Queensland Univ Technol, Sch EESE, RCSAVT, Speech Res Lab, Brisbane, Qld, Australia
关键词
microphone array; beamforming; near-field; adaptive; superdirectivity; speech recognition;
D O I
10.1006/dspr.2001.0414
中图分类号
TM [电工技术]; TN [电子技术、通信技术];
学科分类号
0808 ; 0809 ;
摘要
This paper investigates a new microphone array processing technique specifically for the purpose of speech enhancement and recognition. The main objective of the proposed technique is to improve the low frequency directivity of a conventional adaptive beamformer, as low frequency performance is critical in speech processing applications. The proposed technique, termed near-field adaptive beamforming (NFAB), is implemented using the standard generalized sidelobe canceler (GSC) system structure, where a near-field superdirective (NFSD) beamformer is used as the fixed upper-path beamformer to improve the low frequency performance. In addition, to minimize signal leakage into the adaptive noise canceling path for near-field sources, a compensation unit is introduced prior to the blocking matrix. The advantage of the technique is verified by comparing the directivity patterns with those of conventional filter-sum, NFSD, and GSC systems. In speech enhancement and recognition experiments, the proposed technique outperforms the standard techniques for a near-field source in adverse noise conditions. (C) 2002 Elsevier Science (USA).
引用
收藏
页码:87 / 106
页数:20
相关论文
共 50 条
  • [1] A ROBUST REGION-BASED NEAR-FIELD BEAMFORMER
    Martinez, Jorge
    Gaubitch, Nikolay
    Kleijn, W. Bastiaan
    [J]. 2015 IEEE INTERNATIONAL CONFERENCE ON ACOUSTICS, SPEECH, AND SIGNAL PROCESSING (ICASSP), 2015, : 2494 - 2498
  • [2] Robust adaptive beamforming with near-field scatterers
    Liao, Ruiqian
    Xu, Jingwei
    Liao, Guisheng
    [J]. Xi'an Dianzi Keji Daxue Xuebao/Journal of Xidian University, 2017, 44 (05): : 184 - 188
  • [3] Robust speech recognition using near-field superdirective beamforming with post-filtering
    McCowan, IA
    Marro, C
    Mauuary, L
    [J]. 2000 IEEE INTERNATIONAL CONFERENCE ON ACOUSTICS, SPEECH, AND SIGNAL PROCESSING, PROCEEDINGS, VOLS I-VI, 2000, : 1723 - 1726
  • [4] A ROBUST DATA-INDEPENDENT NEAR-FIELD BEAMFORMER FOR LINEAR MICROPHONE ARRAYS
    Borra, F.
    Bianchi, L.
    Antonacci, F.
    Tubaro, S.
    Sarti, A.
    [J]. 2016 IEEE INTERNATIONAL WORKSHOP ON ACOUSTIC SIGNAL ENHANCEMENT (IWAENC), 2016,
  • [5] Passive subtractive beamformer for near-field sound sources
    Mizumachi, M
    Nakamura, S
    [J]. 2004 IEEE SENSOR ARRAY AND MULTICHANNEL SIGNAL PROCESSING WORKSHOP, 2004, : 74 - 78
  • [6] An evaluation of adaptive beamformer based on average speech spectrum for noisy speech recognition
    Nishiura, T
    Nakayama, M
    Nakamura, S
    [J]. 2003 INTERNATIONAL CONFERENCE ON MULTIMEDIA AND EXPO, VOL III, PROCEEDINGS, 2003, : 209 - 212
  • [7] An evaluation of adaptive beamformer based on average speech spectrum for noisy speech recognition
    Nishiura, T
    Nakayama, M
    Nakamura, S
    [J]. 2003 IEEE INTERNATIONAL CONFERENCE ON ACOUSTICS, SPEECH, AND SIGNAL PROCESSING, VOL I, PROCEEDINGS: SPEECH PROCESSING I, 2003, : 668 - 671
  • [8] Robust Near-field Circular Beamformer with Artificial Intelligence Based Side-lobe Reduction Technique
    Tota, Rony
    Hossain, Selim
    Sultan, Zamil
    Roni, Hassanul Karim
    [J]. CIRCUITS SYSTEMS AND SIGNAL PROCESSING, 2024,
  • [9] LPA Beamformer for Tracking Nonstationary Accelerated Near-Field Sources
    Ashour, Amira S.
    [J]. INTERNATIONAL JOURNAL OF ADVANCED COMPUTER SCIENCE AND APPLICATIONS, 2014, 5 (03) : 148 - 154
  • [10] Passive hybrid subtractive beamformer for near-field sound sources
    Mizumachi, Mitsunori
    Nakamura, Satoshi
    [J]. ACOUSTICAL SCIENCE AND TECHNOLOGY, 2005, 26 (06) : 495 - 501