A NOVEL EGO-NOISE SUPPRESSION ALGORITHM FOR ACOUSTIC SIGNAL ENHANCEMENT IN AUTONOMOUS SYSTEMS

被引:0
|
作者
Schmidt, Alexander [1 ]
Loellmann, Heinrich W. [1 ]
Kellermann, Walter [1 ]
机构
[1] Friedrich Alexander Univ Erlangen Nurnberg, Multimedia Commun & Signal Proc, Cauerstr 7, D-91058 Erlangen, Germany
来源
2018 IEEE INTERNATIONAL CONFERENCE ON ACOUSTICS, SPEECH AND SIGNAL PROCESSING (ICASSP) | 2018年
关键词
Acoustic Scene Analysis; autonomous systems; ego-noise reduction; humanoid robot; ECHO CANCELLATION; SPEECH; DICTIONARIES;
D O I
暂无
中图分类号
O42 [声学];
学科分类号
070206 ; 082403 ;
摘要
The use of autonomous systems (ASs), such as humanoid robots, drones or self-driving vehicles, has expanded significantly in recent years. For such systems, acoustic scene analysis can provide useful information about the environment and supports the AS to react appropriately. However, compared to most other application areas, analysis and enhancement of acoustic signals captured by ASs is not only complicated by external sources of signal degradation but also by very specific challenges like internal and self-created ego-noise. This paper first gives an overview of a typical acoustic scenario an AS is exposed to. Then, we consider the specific problem of ego-noise suppression and propose to use motor data to predict the characteristic time-varying harmonic structure of ego-noise. This knowledge is then incorporated into a multichannel dictionary-based algorithm. The resulting two-stage ego-noise reduction scheme is evaluated for ego-noise of a humanoid robot and outperforms a comparable method that uses no motor data but a a larger dictionary.
引用
收藏
页码:6583 / 6587
页数:5
相关论文
共 50 条
  • [21] Novel Retinex algorithm by interpolation and adaptive noise suppression
    Li Wu-jing
    Gu Bo
    Huang Jiang-tao
    Wang Ming-hui
    JOURNAL OF CENTRAL SOUTH UNIVERSITY, 2012, 19 (09) : 2541 - 2547
  • [22] Novel Retinex algorithm by interpolation and adaptive noise suppression
    Wu-jing Li
    Bo Gu
    Jiang-tao Huang
    Ming-hui Wang
    Journal of Central South University, 2012, 19 : 2541 - 2547
  • [23] ARRAY PROCESSORS FOR SIMULTANEOUS NOISE AND INTERFERENCE SUPPRESSION OR SIMULTANEOUS SIGNAL-TO-NOISE AND RESOLUTION ENHANCEMENT
    GLASER, GC
    WILLIAMS, RE
    JOURNAL OF THE ACOUSTICAL SOCIETY OF AMERICA, 1976, 60 (06): : 1319 - 1330
  • [24] Real-time speech enhancement algorithm for transient noise suppression
    Liang, Ruiyu
    Xie, Yue
    Cheng, Jiaming
    Tang, Guichen
    Sun, Shinuo
    MULTIMEDIA TOOLS AND APPLICATIONS, 2021, 80 (03) : 3681 - 3702
  • [25] Real-time speech enhancement algorithm for transient noise suppression
    Ruiyu Liang
    Yue Xie
    Jiaming Cheng
    Guichen Tang
    Shinuo Sun
    Multimedia Tools and Applications, 2021, 80 : 3681 - 3702
  • [26] A Novel Retinex Based Enhancement Algorithm Considering Noise
    Yu, Xinyan
    Luo, Xiaoyue
    Lyu, Guohao
    Luo, Siwei
    2017 16TH IEEE/ACIS INTERNATIONAL CONFERENCE ON COMPUTER AND INFORMATION SCIENCE (ICIS 2017), 2017, : 649 - 654
  • [27] Stochastic resonance algorithm for enhancement of signal-to-noise ratio of HPLC/MS signal
    Chen, Chang-Yun
    Xie, Shao-Fei
    Deng, Hai-Shan
    Xiang, Bing-Ren
    2010 4TH INTERNATIONAL CONFERENCE ON BIOINFORMATICS AND BIOMEDICAL ENGINEERING (ICBBE 2010), 2010,
  • [28] A Dual Backward Adaptive Algorithm for Speech Enhancement and Acoustic Noise Reduction
    Rahima, Henni
    Mohamed, Djendi
    Djebari, Mustapha
    ICEMIS'18: PROCEEDINGS OF THE FOURTH INTERNATIONAL CONFERENCE ON ENGINEERING AND MIS, 2018,
  • [29] Blind Speech Enhancement and Acoustic Noise Reduction by SFTF Adaptive Algorithm
    Rahima, Henni
    Djebari, Mustapha
    Mohamed, Djendi
    2017 5TH INTERNATIONAL CONFERENCE ON ELECTRICAL ENGINEERING - BOUMERDES (ICEE-B), 2017,
  • [30] A novel signal enhancement method for overlapped peaks with noise immunity
    Li, Yuanlu
    Pan, Chang
    Xue, Yanmei
    Meng, Xiao
    Ding, Yaqing
    SPECTROSCOPY LETTERS, 2016, 49 (04) : 285 - 293