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    • 6. 发明授权
    • Method of pattern recognition using noise reduction uncertainty
    • 使用降噪不确定度的模式识别方法
    • US07769582B2
    • 2010-08-03
    • US12180260
    • 2008-07-25
    • James G. DroppoAlejandro AceroLi Deng
    • James G. DroppoAlejandro AceroLi Deng
    • G10L15/20G10L21/02G10L15/14
    • G10L21/0208G10L15/20
    • A method and apparatus are provided for using the uncertainty of a noise-removal process during pattern recognition. In particular, noise is removed from a representation of a portion of a noisy signal to produce a representation of a cleaned signal. In the meantime, an uncertainty associated with the noise removal is computed and is used with the representation of the cleaned signal to modify a probability for a phonetic state in the recognition system. In particular embodiments, the uncertainty is used to modify a probability distribution, by increasing the variance in each Gaussian distribution by the amount equal to the estimated variance of the cleaned signal, which is used in decoding the phonetic state sequence in a pattern recognition task.
    • 提供了一种在模式识别期间使用噪声去除处理的不确定性的方法和装置。 特别地,从噪声信号的一部分的表示中去除噪声以产生清洁信号的表示。 同时,计算与噪声去除有关的不确定性,并与清除信号的表示一起使用以修改识别系统中语音状态的概率。 在特定实施例中,不确定性用于通过将每个高斯分布中的方差增加等于在模式识别任务中对语音状态序列进行解码所使用的清除信号的估计方差的量来修改概率分布。
    • 9. 发明授权
    • Loudspeaker array design
    • 扬声器阵列设计
    • US08379891B2
    • 2013-02-19
    • US12132624
    • 2008-06-04
    • Ivan J. TashevJames G. DroppoMichael L. SeltzerAlejandro Acero
    • Ivan J. TashevJames G. DroppoMichael L. SeltzerAlejandro Acero
    • H04R5/02
    • H04R3/12H04R2203/12
    • Sound signals to be output from a loudspeaker array are modified by a plurality of filters designed according to an unconstrained optimization procedure to improve overall performance (e.g., power, directivity) of the loudspeaker array. More particularly, respective filters are configured to receive a signal to be output to a plurality of loudspeakers. Upon receiving the signal, the respective filters individually modify the received signal according to the results of the unconstrained optimization procedure and then output the individually modified signals to respective loudspeakers. The unconstrained optimization procedure takes into account manufacturing tolerances and individually enhances the signal output to each of a plurality of individual loudspeakers within an array to achieve an overall improvement in performance. In one example, a speaker system utilizes the unconstrained optimization procedure to enable a user to hear an output sound clearly, while adjacent people experience the output sound at lower volume, if at all.
    • 要从扬声器阵列输出的声音信号由根据无约束优化程序设计的多个滤波器进行修改,以改善扬声器阵列的总体性能(例如功率,方向性)。 更具体地,各个滤波器被配置为接收要输出到多个扬声器的信号。 在接收到信号时,各个滤波器根据无约束优化过程的结果单独修改接收的信号,然后将单独修改的信号输出到相应的扬声器。 无约束优化程序考虑了制造公差,并且单独增强了阵列内的多个单独扬声器中的每一个的信号输出,以实现性能的总体改善。 在一个示例中,扬声器系统利用无约束优化程序来使得用户能够清楚地听到输出声音,而相邻的人体验到较低音量的输出声音(如果有的话)。