计算机工程与应用
計算機工程與應用
계산궤공정여응용
COMPUTER ENGINEERING AND APPLICATIONS
2013年
24期
205-209
,共5页
麦克风阵列%多声源定位%子带可控响应功率%聚类
麥剋風陣列%多聲源定位%子帶可控響應功率%聚類
맥극풍진렬%다성원정위%자대가공향응공솔%취류
microphone array%multiple speech source localization%sub-band steered response power%clustering
为了提高多个说话人情况下麦克风阵列的定位性能,提出基于子带可控响应功率的多声源定位算法。该算法将语音信号频域分为7个子带,在每个子带计算相位变换加权的可控响应功率函数,在声源空间搜索其最大值得到声源位置的初始估计。根据语音信号频率的稀疏性,这些初始估计包含多个声源的位置,运用会聚聚类算法得到最终的声源位置估计。仿真和实验表明,在有2个说话人,10 dB信噪比,较强混响的条件下,该算法比传统算法的定位正确率提高了约4%,额外率降低了约7%。
為瞭提高多箇說話人情況下麥剋風陣列的定位性能,提齣基于子帶可控響應功率的多聲源定位算法。該算法將語音信號頻域分為7箇子帶,在每箇子帶計算相位變換加權的可控響應功率函數,在聲源空間搜索其最大值得到聲源位置的初始估計。根據語音信號頻率的稀疏性,這些初始估計包含多箇聲源的位置,運用會聚聚類算法得到最終的聲源位置估計。倣真和實驗錶明,在有2箇說話人,10 dB信譟比,較彊混響的條件下,該算法比傳統算法的定位正確率提高瞭約4%,額外率降低瞭約7%。
위료제고다개설화인정황하맥극풍진렬적정위성능,제출기우자대가공향응공솔적다성원정위산법。해산법장어음신호빈역분위7개자대,재매개자대계산상위변환가권적가공향응공솔함수,재성원공간수색기최대치득도성원위치적초시고계。근거어음신호빈솔적희소성,저사초시고계포함다개성원적위치,운용회취취류산법득도최종적성원위치고계。방진화실험표명,재유2개설화인,10 dB신조비,교강혼향적조건하,해산법비전통산법적정위정학솔제고료약4%,액외솔강저료약7%。
To improve localization performance of microphone array in the case of multiple speakers, a method for multiple speech source localization based on sub-band steered response power is presented. In this method, speech signal is divided into seven sub-bands in frequency domain, and the steered response power-phase transform functions are computed in each sub-band. Then initial estimations of source location are generated by searching the maximum value for each function in the source space. According to the frequency sparsity characteristic for speech signal, these initial estimations include multiple source locations. The final source location estimations are produced from them using agglomerative clustering. Simulation and experiment results show that the proposed algorithm facilitates about 4%increase in localization correct rate and about 7%reduction in localization extra rate compared with the conventional algorithm under the conditions of two speakers, 10 dB signal-to-noise ratio and mod-erate reverberation.