function [voiceseg,vsl,SF,NF]=vad_ezm1(x,wlen,inc,NIS)
x=x(:); % 把x转换成列数组
maxsilence = 15; % 初始化
minlen = 5;
status = 0;
count = 0;
silence = 0;
y=enframe(x,wlen,inc)'; % 分帧
fn=size(y,2); % 帧数
amp=sum(y.^2); % 求取短时平均能量
zcr=zc2(y,fn); % 计算短时平均过零率
ampth=mean(amp(1:NIS)); % 计算初始无话段区间能量和过零率的平均值
zcrth=mean(zcr(1:NIS));
amp2=2*ampth; amp1=4*ampth; % 设置能量和过零率的阈值
zcr2=2*zcrth;
%开始端点检测
xn=1;
for n=1:fn
switch status
case {0,1} % 0 = 静音, 1 = 可能开始
if amp(n) > amp1 % 确信进入语音段
x1(xn) = max(n-count(xn)-1,1);
status = 2;
silence(xn) = 0;
count(xn) = count(xn) + 1;
elseif amp(n) > amp2 | ... % 可能处于语音段
zcr(n) > zcr2
status = 1;
count(xn) = count(xn) + 1;
else % 静音状态
status = 0;
count(xn) = 0;
x1(xn)=0;
x2(xn)=0;
end
case 2, % 2 = 语音段
if amp(n) > amp2 & ... % 保持在语音段
zcr(n) > zcr2
count(xn) = count(xn) + 1;
else % 语音将结束
silence(xn) = silence(xn)+1;
if silence(xn) < maxsilence % 静音还不够长,语音尚未结束
count(xn) = count(xn) + 1;
elseif count(xn) < minlen % 语音长度太短,认为是静音或噪声
status = 0;
silence(xn) = 0;
count(xn) = 0;
else % 语音结束
status = 3;
x2(xn)=x1(xn)+count(xn);
end
end
case 3, % 语音结束,为下一个语音准备
status = 0;
xn=xn+1;
count(xn) = 0;
silence(xn)=0;
x1(xn)=0;
x2(xn)=0;
end
end
el=length(x1);
if x1(el)==0, el=el-1; end % 获得x1的实际长度
if x2(el)==0 % 如果x2最后一个值为0,对它设置为fn
fprintf('Error: Not find endding point!\n');
x2(el)=fn;
end
SF=zeros(1,fn); % 按x1和x2,对SF和NF赋值
NF=ones(1,fn);
for i=1 : el
SF(x1(i):x2(i))=1;
NF(x1(i):x2(i))=0;
end
speechIndex=find(SF==1); % 计算voiceseg
voiceseg=findSegment(speechIndex);
vsl=length(voiceseg);