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On a Real-Time Blind Signal Separation Noise Reduction System

机译:实时盲信号分离降噪系统

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摘要

Blind signal separation has been studied extensively in order to tackle the cocktail party problem. It explores spatial diversity of the received mixtures of sources by different sensors. By using the kurtosis measure, it is possible to select the source of interest out of a number of separated BSS outputs. Further noise cancellation can be achieved by adding an adaptive noise canceller (ANC) as postprocessing. However, the computation is rather intensive and an online implementation of the overall system is not straightforward. This paper intends to fill the gap by developing an FPGA hardware architecture to implement the system. Subband processing is explored and detailed functional operations are profiled carefully. The final proposed FPGA system is able to handle signals with sample rate over 20000 samples per second.
机译:为了解决鸡尾酒会的问题,盲信号分离已被广泛研究。它探索了不同传感器接收到的源混合物的空间分集。通过使用峰度测量,可以从多个分离的BSS输出中选择感兴趣的源。通过添加自适应噪声消除器(ANC)作为后处理,可以实现进一步的噪声消除。然而,计算是相当密集的,并且整个系统的在线实施并不简单。本文旨在通过开发FPGA硬件架构来实现该系统来填补这一空白。探索了子带处理,并仔细分析了详细的功能操作。最终提出的FPGA系统能够处理每秒超过20000个采样的采样率的信号。

著录项

  • 来源
    《International journal of reconfigurable computing》 |2018年第2018期|3721756.1-3721756.9|共9页
  • 作者单位

    Department of Applied Mathematics, The Hong Kong Polytechnic University, Hung Horn, Hong Kong;

    School of Electronics and Computer Science, University of Southampton, Malaysia Campus, Iskandar Puteri, Johor, Malaysia;

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  • 正文语种 eng
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  • 入库时间 2022-08-18 03:55:25

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