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基於MATLAB的語音信號處理

init http 功能 odi 句柄 open not clas 語音信號處理

一、圖形界面設計

1.新建GUI界面

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2.新建空白頁

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3.命名為"yydsp",打開界面

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4.拖放控件

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5.按預定功能修改界面

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6.填寫Callback函數

未填寫前的代碼:

function varargout = yydsp(varargin)
% YYDSP MATLAB code for yydsp.fig
%      YYDSP, by itself, creates a new YYDSP or raises the existing
%      singleton*.
%
%      H = YYDSP returns the handle to a new
YYDSP or the handle to % the existing singleton*. % % YYDSP(CALLBACK,hObject,eventData,handles,...) calls the local % function named CALLBACK in YYDSP.M with the given input arguments. % % YYDSP(Property,Value,...) creates a new YYDSP or raises the % existing singleton*. Starting from
the left, property value pairs are % applied to the GUI before yydsp_OpeningFcn gets called. An % unrecognized property name or invalid value makes property application % stop. All inputs are passed to yydsp_OpeningFcn via varargin. % % *See GUI Options on GUIDEs Tools menu. Choose "GUI allows only one
% instance to run (singleton)". % % See also: GUIDE, GUIDATA, GUIHANDLES % Edit the above text to modify the response to help yydsp % Last Modified by GUIDE v2.5 27-Oct-2018 13:35:56 % Begin initialization code - DO NOT EDIT gui_Singleton = 1; gui_State = struct(gui_Name, mfilename, ... gui_Singleton, gui_Singleton, ... gui_OpeningFcn, @yydsp_OpeningFcn, ... gui_OutputFcn, @yydsp_OutputFcn, ... gui_LayoutFcn, [] , ... gui_Callback, []); if nargin && ischar(varargin{1}) gui_State.gui_Callback = str2func(varargin{1}); end if nargout [varargout{1:nargout}] = gui_mainfcn(gui_State, varargin{:}); else gui_mainfcn(gui_State, varargin{:}); end % End initialization code - DO NOT EDIT % --- Executes just before yydsp is made visible. function yydsp_OpeningFcn(hObject, eventdata, handles, varargin) % This function has no output args, see OutputFcn. % hObject handle to figure % eventdata reserved - to be defined in a future version of MATLAB % handles structure with handles and user data (see GUIDATA) % varargin command line arguments to yydsp (see VARARGIN) % Choose default command line output for yydsp handles.output = hObject; % Update handles structure guidata(hObject, handles); % UIWAIT makes yydsp wait for user response (see UIRESUME) % uiwait(handles.figure1); % --- Outputs from this function are returned to the command line. function varargout = yydsp_OutputFcn(hObject, eventdata, handles) % varargout cell array for returning output args (see VARARGOUT); % hObject handle to figure % eventdata reserved - to be defined in a future version of MATLAB % handles structure with handles and user data (see GUIDATA) % Get default command line output from handles structure varargout{1} = handles.output; % --- Executes on button press in pushbutton1. function pushbutton1_Callback(hObject, eventdata, handles) % hObject handle to pushbutton1 (see GCBO) % eventdata reserved - to be defined in a future version of MATLAB % handles structure with handles and user data (see GUIDATA) % --- Executes on button press in pushbutton2. function pushbutton2_Callback(hObject, eventdata, handles) % hObject handle to pushbutton2 (see GCBO) % eventdata reserved - to be defined in a future version of MATLAB % handles structure with handles and user data (see GUIDATA) % --- Executes on button press in pushbutton3. function pushbutton3_Callback(hObject, eventdata, handles) % hObject handle to pushbutton3 (see GCBO) % eventdata reserved - to be defined in a future version of MATLAB % handles structure with handles and user data (see GUIDATA) % --- Executes on button press in pushbutton4. function pushbutton4_Callback(hObject, eventdata, handles) % hObject handle to pushbutton4 (see GCBO) % eventdata reserved - to be defined in a future version of MATLAB % handles structure with handles and user data (see GUIDATA) % --- Executes on button press in pushbutton5. function pushbutton5_Callback(hObject, eventdata, handles) % hObject handle to pushbutton5 (see GCBO) % eventdata reserved - to be defined in a future version of MATLAB % handles structure with handles and user data (see GUIDATA) % --- Executes on button press in pushbutton6. function pushbutton6_Callback(hObject, eventdata, handles) % hObject handle to pushbutton6 (see GCBO) % eventdata reserved - to be defined in a future version of MATLAB % handles structure with handles and user data (see GUIDATA) % --- Executes on button press in pushbutton7. function pushbutton7_Callback(hObject, eventdata, handles) % hObject handle to pushbutton7 (see GCBO) % eventdata reserved - to be defined in a future version of MATLAB % handles structure with handles and user data (see GUIDATA) % --- Executes on button press in pushbutton8. function pushbutton8_Callback(hObject, eventdata, handles) % hObject handle to pushbutton8 (see GCBO) % eventdata reserved - to be defined in a future version of MATLAB % handles structure with handles and user data (see GUIDATA) % --- Executes on button press in pushbutton9. function pushbutton9_Callback(hObject, eventdata, handles) % hObject handle to pushbutton9 (see GCBO) % eventdata reserved - to be defined in a future version of MATLAB % handles structure with handles and user data (see GUIDATA) % --- Executes on button press in pushbutton10. function pushbutton10_Callback(hObject, eventdata, handles) % hObject handle to pushbutton10 (see GCBO) % eventdata reserved - to be defined in a future version of MATLAB % handles structure with handles and user data (see GUIDATA) % --- Executes on button press in pushbutton11. function pushbutton11_Callback(hObject, eventdata, handles) % hObject handle to pushbutton11 (see GCBO) % eventdata reserved - to be defined in a future version of MATLAB % handles structure with handles and user data (see GUIDATA) % --- Executes on button press in pushbutton12. function pushbutton12_Callback(hObject, eventdata, handles) % hObject handle to pushbutton12 (see GCBO) % eventdata reserved - to be defined in a future version of MATLAB % handles structure with handles and user data (see GUIDATA) % --- Executes on button press in pushbutton13. function pushbutton13_Callback(hObject, eventdata, handles) % hObject handle to pushbutton13 (see GCBO) % eventdata reserved - to be defined in a future version of MATLAB % handles structure with handles and user data (see GUIDATA) % --- Executes on button press in pushbutton14. function pushbutton14_Callback(hObject, eventdata, handles) % hObject handle to pushbutton14 (see GCBO) % eventdata reserved - to be defined in a future version of MATLAB % handles structure with handles and user data (see GUIDATA)

填寫後的代碼

  1)打開文件部分

[filename,pathname]=uigetfile({*.*,ALL FILES},選擇聲音);%顯示模態對話框,
%列出當前文件夾中的文件,如果文件有效,點擊打開時會返回文件名,如果點擊取消,返回0
if isequal([filename pathname],[0,0])
return;
end
str=[pathname filename];%合成路徑+文件名
[temp,Fs]=audioread(str);%讀取音頻聲音
temp=temp(:,1);  %取一行提取矩陣
temp1=resample(temp,80,441);%信號降采樣處理
handles.y=temp1;%降采樣的句柄
handles.y1=temp;%y1為原聲
handles.Fs=Fs;%采樣頻率
guidata(hObject,handles);%存儲或檢索 UI 數據

程序中,resample為信號降采樣處理,理解如下:
B=resample(x,90,250); %
采樣從250Hz降到90Hz,如果250在前,就是插值從90到250,可以看B的長度,250Hz采樣4000個數據等於90hz采樣1440個數據,這就是降采樣。

2)播放原聲,畫時頻圖

fs=handles.Fs;
Y=handles.y1;
Y=Y(:,1);%取單聲道
t1=1:length(Y);
t=t1/fs;
sound(Y,fs);   %播放原聲
F = fft(Y);%快速傅裏葉變換
freq = linspace(-fs/2,fs/2,length(Y)+1);
freq(end) = [];
plot(handles.axes1,t,Y)
xlabel(handles.axes1,時間);
ylabel(handles.axes1,幅度);
title(handles.axes1,原聲音的波形);
y1=fft(Y);
plot(handles.axes4,abs(y1));
xlabel(handles.axes4,圓頻率);
ylabel(handles.axes4,幅度);
title(handles.axes4,未改變坐標軸的頻率特性);
plot(handles.axes2,freq,abs(fftshift(F)));

title(handles.axes2,原聲音的真實頻響);
xlabel(handles.axes2,圓頻率);
ylabel(handles.axes2,幅度);
title(handles.axes2,頻率特性);

3)男聲變女聲

FL =  80 ;               % 幀移
WL = 240 ;               % 窗長
    P = 10 ;                 %預測系數個數
    s = handles.y;
fs = handles.Fs;
% 定義常數
    s = s/max(s);             % 歸一化
    L = length(s);            % 讀入語音長度
    FN = floor(L/FL)-2;       % 計算幀長,floor;向負無窮方向
% 預測和重建濾波器
exc = zeros(L,1);         % 激勵信號,double類零矩陣L行1列
zi_pre = zeros(P,1);      % 預測濾波器狀態
s_rec = zeros(L,1);       % 重建語音
zi_rec = zeros(P,1);
% 變調濾波器
exc_syn_t = zeros(L,1);   % 合成的激勵信號,創建一個L行1列的0脈沖
s_syn_t = zeros(L,1);     % 合成語音
last_syn_t = 0;           % 存儲上一個段的最後一個脈沖的下標
zi_syn_t = zeros(P,1);    % 合成濾波器
hw = hamming(WL);         %漢明窗
%濾波器
% 依次處理每幀語音
for n = 3:FN             %從第三個子數組開始
% 計算預測系數
s_w = s(n*FL-WL+1:n*FL).*hw;    %漢明窗加權
        [A,E]=lpc(s_w,P);               %線性預測計算預測系數
% A是預測系數,E會被用來計算合成激勵的能量
s_f=s((n-1)*FL+1:n*FL);        % 本幀語音  
%利用filter函數重建語音
[exc1,zi_pre] = filter(A,1,s_f,zi_pre); 
exc((n-1)*FL+1:n*FL) = exc1;           %計算激勵
%利用filter函數重建語音
        [s_rec1,zi_rec] = filter(1,A,exc1,zi_rec);
s_rec((n-1)*FL+1:n*FL) = s_rec1; %重建語音
% 下面只有得到exc後才可以
s_Pitch = exc(n*FL-222:n*FL);
        PT(n) = findpitch(s_Pitch);    %計算基音周期pt
        G = sqrt(E*PT(n));            %計算合成激勵的能量G
  PT1 =floor(PT(n)/2);    %減小基音周期
poles = roots(A);
deltaOMG =100*2*pi/fs;

for p=1:10   %增加共振峰
if imag(poles(p))>0
poles(p) = poles(p)*exp(1j*deltaOMG);
elseif imag(poles(p))<0 
poles(p) = poles(p)*exp(-1j*deltaOMG);
end
end
 A1=poly(poles);
 tempn_syn_t=(1:n*FL-last_syn_t);
        exc_syn1_t = zeros(length(tempn_syn_t),1);
        exc_syn1_t(mod(tempn_syn_t,PT1)==0) = G; 
        exc_syn1_t = exc_syn1_t((n-1)*FL-last_syn_t+1:n*FL-last_syn_t);
        [s_syn1_t,zi_syn_t] = filter(1,A1,exc_syn1_t,zi_syn_t);
exc_syn_t((n-1)*FL+1:n*FL) = exc_syn1_t;        %合成激勵
s_syn_t((n-1)*FL+1:n*FL) = s_syn1_t;            %合成語音
last_syn_t = last_syn_t+PT1*floor((n*FL-last_syn_t)/PT1);
end
Y = s_syn_t;
F = fft(Y);
freq = linspace(-fs/2,fs/2,length(Y)+1);
freq(end) = [];
plot(handles.axes4,freq,abs(fftshift(F)));
     xlabel(handles.axes4,圓頻率);
     ylabel(handles.axes4,幅度);
     title(handles.axes4,頻率特性);
     handles.y=s_syn_t;
     guidata(hObject,handles);
plot(handles.axes3,s_syn_t);
    t1=1:length(s_syn_t);
    t=t1/8000;
    plot(handles.axes3,t,s_syn_t);
    title(handles.axes3,時域圖);
    xlabel(handles.axes3,時間);
    ylabel(handles.axes3,幅度);
    sound(handles.y,8000);  

4)退出

delete(handles.figure1);

5)快放

fs=handles.Fs;
Y=handles.y1;
Y=Y(:,1); 
F = fft(Y);
freq = linspace(-fs/2,fs/2,length(Y)+1);
freq(end) = [];
sound(Y,2*fs);            
t1=1:length(Y);
t=t1/(2*fs);
plot(handles.axes3,t,Y)
title(handles.axes3,時域圖);
xlabel(handles.axes3,時間);
ylabel(handles.axes3,幅度);
plot(handles.axes4,freq,abs(fftshift(F)));
xlabel(handles.axes4,圓頻率);
ylabel(handles.axes4,幅度);
title(handles.axes4,頻率特性);

6)慢放

fs=handles.Fs;
Y=handles.y1;
Y=Y(:,1); 
sound(Y,0.5*fs);     
F = fft(Y);
freq = linspace(-fs/2,fs/2,length(Y)+1);
freq(end) = [];%
t1=1:length(Y);
t=t1/(0.5*fs);
plot(handles.axes3,t,Y)
title(handles.axes3,時域圖);
xlabel(handles.axes3,時間);
ylabel(handles.axes3,幅度);
plot(handles.axes4,freq,abs(fftshift(F)));
xlabel(handles.axes4,圓頻率);
ylabel(handles.axes4,幅度);
title(handles.axes4,頻率特性);

7)制造回音

fs=handles.Fs;
N=length(handles.y1);
x1=handles.y1(1:N);
x2=handles.y1(1:N);
x1=[x1,zeros(1,5000)];
x2=[zeros(1,4000),0.4*x2,zeros(1,1000)];
z=x1+x2;
F = fft(z);
freq = linspace(-fs/2,fs/2,length(z)+1);
freq(end) = [];
t1=1:length(z);
t=t1/fs;
plot(handles.axes3,t,z)
title(handles.axes3,含回音波形);
xlabel(handles.axes3,時間);
ylabel(handles.axes3,幅度);
plot(handles.axes4,freq,abs(fftshift(F)));
xlabel(handles.axes4,圓頻率);
ylabel(handles.axes4,幅度);
title(handles.axes4,頻率特性);
sound(z,fs);

8)回音還原

fs=handles.Fs;
N=length(handles.y1);
x1=handles.y1(1:N);
x2=handles.y1(1:N);
x3=handles.y1(1:N); 
x1=[x1,zeros(1,5000)];
x2=[zeros(1,4000),0.4*x2,zeros(1,1000)];
z=x1+x2;
b=1;  
a=zeros(1,N); 
a(1)=1;  
a(4001)=0.4; 
z2=filter(b,a,z);
F = fft(z2);
freq = linspace(-fs/2,fs/2,length(z2)+1);
freq(end) = [];
t1=1:length(z2);
t=t1/fs;
plot(handles.axes3,t,z2)
title(handles.axes3,濾除回聲的波形);
xlabel(handles.axes3,時間);
ylabel(handles.axes3,幅度);
plot(handles.axes4,freq,abs(fftshift(F)));
xlabel(handles.axes4,圓頻率);
ylabel(handles.axes4,幅度);
title(handles.axes4,頻率特性);
sound(z2,fs);

9)制造噪聲

fs=handles.Fs;
x=handles.y1;
y=x(:,1);  %取一行提取矩陣
noise=0.2*sin(pi*20000*(1:length(y))/fs)+0.3*sin(pi*21000*(1:length(y))/fs)...
    +0.4*sin(pi*22000*(1:length(y))/fs);%噪聲 10000rad/s+10500+11000
VNnoise=y+noise;%向量維度一致
F = fft(VNnoise);
freq = linspace(-fs/2,fs/2,length(VNnoise)+1);
freq(end) = [];
t1=1:length(VNnoise);
t=t1/fs;
plot(handles.axes3,t,VNnoise)
xlabel(handles.axes3,時間);
ylabel(handles.axes3,幅度);
title(handles.axes3,添加噪聲的波形);
plot(handles.axes4,freq,abs(fftshift(F)));
xlabel(handles.axes4,圓頻率);
ylabel(handles.axes4,幅度);
title(handles.axes4,頻率特性);
sound(VNnoise,fs);

10)濾除噪聲

fs=handles.Fs;
x=handles.y1;
y=x(:,1);  %取一行提取矩陣
noise=0.2*sin(pi*20000*(1:length(y))/fs)+0.3*sin(pi*21000*(1:length(y))/fs)...
    +0.4*sin(pi*22000*(1:length(y))/fs);%噪聲 10000rad/s+10500+11000
VNnoise=y+noise;%向量維度一致
%[b,a] = butter(8,5000*2/fs,LOW) ;   %巴特沃斯濾波器
%result=filter(b,a,VNnoise);
Hd = ditong1;%Fdatool濾波
result=filter(Hd,x);
result=result(:,1);
sound(result,fs);
F = fft(result);
freq = linspace(-fs/2,fs/2,length(result)+1);
freq(end) = [];
t1=1:length(result);
t=t1/fs;
plot(handles.axes3,t,result)
xlabel(handles.axes3,時間);
ylabel(handles.axes3,幅度);
title(handles.axes3,添加噪聲的波形);
plot(handles.axes4,freq,abs(fftshift(F)));
xlabel(handles.axes4,圓頻率);
ylabel(handles.axes4,幅度);
title(handles.axes4,頻率特性);

11)左右聲道合唱

fs=handles.Fs;
sound(original,fs);
a1=1;
a2=-1;
b1=1;
b2=-1;
Soundleft=original(:,1);%左聲道
Soundright=original(:,2);%右聲道
newleft=Soundleft+Soundright;       %新的左聲道為原來的全部聲道
newright=b1*Soundleft+b2*Soundright; %新的右聲道為原來的左聲道-原來的右
Sound(:,1)=newleft;
Sound(:,2)=newright;
bp=fir1(300,[500,2000]/(fs/2));
cutdown=filter(bp,1,Sound);
Sound_final=Sound-0.6*abs(cutdown);
sound(Sound_final,fs)
F = fft(Sound_final);
freq = linspace(-fs/2,fs/2,length(Sound_final)+1);
freq(end) = [];
t1=1:length(Sound_final);
t=t1/fs;
plot(handles.axes3,t,Sound_final)
xlabel(handles.axes3,時間);
ylabel(handles.axes3,幅度);
title(handles.axes3,時域波形);
plot(handles.axes4,freq,abs(fftshift(F)));
xlabel(handles.axes4,圓頻率);
ylabel(handles.axes4,幅度);
title(handles.axes4,頻率特性);

12)反放

fs=handles.Fs;
y=handles.y1;
M=length(y):-1:1;
rever=y(M);
sound(rever,fs);%反播
F = fft(rever);
freq = linspace(-fs/2,fs/2,length(rever)+1);
freq(end) = [];
t1=1:length(rever);
t=t1/fs;
plot(handles.axes3,t,rever)
xlabel(handles.axes3,時間);
ylabel(handles.axes3,幅度);
title(handles.axes3,反播的波形);
plot(handles.axes4,freq,abs(fftshift(F)));
xlabel(handles.axes4,圓頻率);
ylabel(handles.axes4,幅度);
title(handles.axes4,頻率特性);

基於MATLAB的語音信號處理