铁道学报
鐵道學報
철도학보
2014年
7期
56-61
,共6页
王耀琦%王小鹏%雷涛%罗维薇
王耀琦%王小鵬%雷濤%囉維薇
왕요기%왕소붕%뢰도%라유미
基音检测%形态学滤波%Hilbert-Huang变换%经验模态分解
基音檢測%形態學濾波%Hilbert-Huang變換%經驗模態分解
기음검측%형태학려파%Hilbert-Huang변환%경험모태분해
pitch detection%morphological filtering%HHT%EMD(Empirical Mode Decomposition)
提出一种基于形态学滤波和 Hilbert-Huang变换 HHT (Hilbert-Huang Transform)的基音检测方法,该方法先对带噪语音信号进行形态学滤波,滤除噪声,突出基音,滤波后的信号进行 Hilbert-Huang 变换得到信号的Hilbert谱,由Hilbert谱计算瞬时能量及其导数,通过瞬时能量的突变定位声门开闭的时刻来精确地跟踪基音的变化。与传统的基音检测方法向比较,该方法真实地描述了语音信号非平稳、非线性的特性,对语音信号的分析是一种自适应的过程,实验结果表明,该方法有较强的抗噪性,在低信噪比环境下仍能够精确地提取出语音信号的基音。
提齣一種基于形態學濾波和 Hilbert-Huang變換 HHT (Hilbert-Huang Transform)的基音檢測方法,該方法先對帶譟語音信號進行形態學濾波,濾除譟聲,突齣基音,濾波後的信號進行 Hilbert-Huang 變換得到信號的Hilbert譜,由Hilbert譜計算瞬時能量及其導數,通過瞬時能量的突變定位聲門開閉的時刻來精確地跟蹤基音的變化。與傳統的基音檢測方法嚮比較,該方法真實地描述瞭語音信號非平穩、非線性的特性,對語音信號的分析是一種自適應的過程,實驗結果錶明,該方法有較彊的抗譟性,在低信譟比環境下仍能夠精確地提取齣語音信號的基音。
제출일충기우형태학려파화 Hilbert-Huang변환 HHT (Hilbert-Huang Transform)적기음검측방법,해방법선대대조어음신호진행형태학려파,려제조성,돌출기음,려파후적신호진행 Hilbert-Huang 변환득도신호적Hilbert보,유Hilbert보계산순시능량급기도수,통과순시능량적돌변정위성문개폐적시각래정학지근종기음적변화。여전통적기음검측방법향비교,해방법진실지묘술료어음신호비평은、비선성적특성,대어음신호적분석시일충자괄응적과정,실험결과표명,해방법유교강적항조성,재저신조비배경하잉능구정학지제취출어음신호적기음。
The new method of pitch detection based on morphological filtering and Hilbert-Huang transform (HHT)was proposed.Noisy speech signals were filtered by the morphological filter to remove noises and highlight pitch,and then HHT was employed to get the Hilbert-Huang spectrum and calculate instantaneous energy and its derivative.The moment of glottal opening and closing can be located accurately through muta-tion of instantaneous energy,so variation of pitch periods can be tracked accurately.Compared with other tra-ditional methods of pitch detection,the proposed method truely describes the non-stationary and non-linear characteristics of speech signals,and its analysis on voice signals is an adaptive process.The experimental re-sults show that the method gives strong noise immunity and can accurately detect pitch of speech signals in low SNR.