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基于DFRCT滤波器组自适应语音增强算法

Method for speech enhancement based on discrete fractional cosine transform and sub-band adaptive filter
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摘要 提出一种改进的语音增强方法,将带噪语音信号进行子带分解,再对子带信号进行离散分数余弦变换(DFRCT)域滤波,利用了DFRCT良好的正交特性,且自适应滤波采用最小均方(LMS)算法。对滤波后的信号进行DFRCT逆变换得到增强后的子带语音信号,合成增强后的语音信号。仿真结果表明,该算法在减少输入信号自相关程度的基础上,提高了收敛速度,减少了计算时间(约10s),增强后的语音信号的分段信噪比(SegSNR)和PESQ值都有所提高,具有良好的语音增强效果。 This paper presents an improved speech enhancement method, this method decomposes the noisy speech signal into sub-band signals, then filters the sub-band signals using the adaptive filter in Discrete Fractional Cosine Transform (DFRCT) which has good orthogonal properties, and adaptive filter uses Least Mean Square (LMS) algorithm. It obtains the enhanced sub-band speech signals by using inverse discrete fractional cosine transform to the filtered signal. It composes all enhanced sub-bands signal. Simulation experiments indicate that the proposed algorithm reduces the computing time about 10 s and possesses good performance both in SegSNR and PESQ tests.
出处 《计算机工程与应用》 CSCD 2013年第2期148-151,共4页 Computer Engineering and Applications
基金 甘肃省自然科学基金(No.1010RJZA065)
关键词 离散分数余弦变换 滤波器组 自适应滤波 子带分解 语音增强 Discrete Fractional Cosine Transform(DFRCT) filter banks adaptive filter sub-band decomposition speechenhancement
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  • 1Macchi O, Bershad N,Superiority of LMS over RLS for track- ing a chirped signal[C]//Proceedings of 1989 IEEE Colloquium on Adaptive Filters.Oakland:IEEE Press, 1989.
  • 2Abadi M S E.Variable step-size block least mean square adap- tive filters[C]//lst International Conference on Industrial and Information System.Peradeniya: [s.n.] ,.2006: 593-595,.
  • 3Pei Soo-Chang,Ding Jian-Jiun.Fractional, canonical, and sim- plified fractional cosine transforms[C]//Proceedings of 2001 IEEE International Conference on Acoustics,Speech and Sig- nal Processing.Oakland:IEEE Press,2001:3545-3548.
  • 4Shekar B H, Thippeswamy G, Kumari M S.Face recognition based on fractional discrete cosine transform[C]//Proceedings of 2011 International Conference on Recent Trends in Infor- mation Technology.Oakland:International Press,2011:987-991.
  • 5Pei S C,Ding J J.Fractional cosine sine and Hartley trans- forms[J].IEEE Trans on Signal Processing, 2002, 50(7): 1661-1680.
  • 6Pei S C, Yeh M H, Tseng C C.The discrete fractional cosine and sine transforms[J].IEEE Trans on Signal Processing, 2001, 49(6) : 1198-1207:
  • 7Yi Hu,Loizou P C.Evaluation of objective quality measures for speech enhancement[J].IEEE Transactions on Audio, Speech, and Language Processing,2008,16( 1 ) :229-238.

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