Multi-channel time-frequency data fusion

被引:0
|
作者
Aarabi, P [1 ]
Shi, G [1 ]
机构
[1] Univ Toronto, Edward S Rogers Sr Dept Elect & Comp Engn, Toronto, ON, Canada
关键词
adaptive signal processing; adaptive beam-forming; time-delay of arrival estimation; speech phase; sound localization; time-frequency analysis;
D O I
暂无
中图分类号
TP18 [人工智能理论];
学科分类号
081104 ; 0812 ; 0835 ; 1405 ;
摘要
This paper proposes an efficient mechanism for the fusion of two noisy speech signals obtained by an array of two microphones using single-tap time-frequency filters and by taking into account the correct time delay of arrival (TDOA) of the speech source. Speech signals obtained by the microphones are transformed into a set Of two complex time-frequency (TF) images. By knowing the correct TDOA, and therefore the associated phase difference between the signals at each frequency, it is possible to non-linearly filter both the real and the imaginary parts of the TF images. This will consist of a TF reward-punish filter that adjusts the amplitude of the TF blocks based upon the variation of their phase-difference with the ideal phase-difference defined by the TDOA. Simulation results show that the proposed technique can achieve a Signal-to-Noise Ratio (SNR) improvement of 15dB when there is strong Gaussian noise present (-20dB initial SNR). When the original SNR is 0dB, the simulated improvement is approximately 8dB. It is also shown that although the proposed technique is a more general case of the adaptive beamformer (where the adaptive beamformer has a specific reward-punish characteristic), other reward-punish characteristics that are proposed in this paper can often surpass the performance of the ideal adaptive beamformer.
引用
收藏
页码:404 / 411
页数:4
相关论文
共 50 条
  • [31] Physical activity classification using time-frequency signatures of motion artifacts in multi-channel electrical impedance plethysmographs
    Khan, Hassan Aqeel
    Gore, Amit
    Ashe, Jeff
    Chakrabartty, Shantanu
    2017 39TH ANNUAL INTERNATIONAL CONFERENCE OF THE IEEE ENGINEERING IN MEDICINE AND BIOLOGY SOCIETY (EMBC), 2017, : 2944 - 2947
  • [32] Deep Multi-channel Speech Source Separation with Time-frequency Masking for Spatially Filtered Microphone Input Signal
    Togami, Masahito
    28TH EUROPEAN SIGNAL PROCESSING CONFERENCE (EUSIPCO 2020), 2021, : 266 - 270
  • [33] Multi-Channel Time-Frequency Domain Deep CNN Approach for Machinery Fault Recognition Using Multi-Sensor Time-Series
    Yakkati, Rakesh Reddy
    Yeduri, Sreenivasa Reddy
    Tripathy, Rajesh Kumar
    Cenkeramaddi, Linga Reddy
    IEEE ACCESS, 2023, 11 : 116570 - 116580
  • [34] MULTI-CHANNEL FREQUENCY ANALYZER
    SHIPTON, HW
    EMDE, JW
    ELECTROENCEPHALOGRAPHY AND CLINICAL NEUROPHYSIOLOGY, 1976, 40 (03): : 325 - 326
  • [35] A Multi-Channel Approach for Cortical Stimulation Artefact Suppression in Depth EEG Signals Using Time-Frequency and Spatial Filtering
    Bhattacharyya, Abhijit
    Ranta, Radu
    Le Cam, Steven
    Louis-Dorr, Valerie
    Tyvaert, Louise
    Colnat-Coulbois, Sophie
    Maillard, Louis
    Pachori, Ram Bilas
    IEEE TRANSACTIONS ON BIOMEDICAL ENGINEERING, 2019, 66 (07) : 1915 - 1926
  • [36] Time-frequency Coherence Analysis of Multi-channel Event-related Potential using Adaptive Windowed Lomb Periodogram
    Zhang, Z. G.
    Cai, X. L.
    Chan, S. C.
    Hu, Y.
    Hu, L.
    Chang, C. Q.
    2009 4TH INTERNATIONAL IEEE/EMBS CONFERENCE ON NEURAL ENGINEERING, 2009, : 650 - +
  • [37] Real-time fault detection and process control based on multi-channel sensor data fusion
    Zhijie Xia
    Feng Ye
    Min Dai
    Zhisheng Zhang
    The International Journal of Advanced Manufacturing Technology, 2021, 115 : 795 - 806
  • [38] Real-time fault detection and process control based on multi-channel sensor data fusion
    Xia, Zhijie
    Ye, Feng
    Dai, Min
    Zhang, Zhisheng
    INTERNATIONAL JOURNAL OF ADVANCED MANUFACTURING TECHNOLOGY, 2021, 115 (03): : 795 - 806
  • [39] Multi-channel data compression
    Ren, Yongfeng
    Liu, Xiaohua
    Xu, Wenqiang
    Zhang, Wendong
    IEEE AEROSPACE AND ELECTRONIC SYSTEMS MAGAZINE, 2008, 23 (09) : 14 - 21
  • [40] Multi-channel data compression
    National Key Laboratory for Electronic Measurement Technology
    不详
    IEEE Aerosp Electron Syst Mag, 2008, 9 (14-21):