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< FFT分析スペクトルと２ 管模型からのスペクトルの比較 その２ >

-非線形最適化によるパラメータの推定の例-


評価方法として、スペクトルの中で特徴を示す選ばれた部分の　距離を最小 にする最小２乗 法による管模型のパラメータの推定を作ってみました。　

下図の下のグラフは、評価式の重みを示すもので、値が１の区間が特徴を示す部分です。まだ手動で設定します。正直に言えば、ある区間に重みを設定するとい うことは　その区間に山がありますとあらかじめ答えを教えてしまうことを意味するので、アンフェアな推定になっています。だだ、重要でない区間の誤差が累 積して評価に悪影響してしまうことを何らかの方法で避けねばなりません。

　実際には、 step4_leastsqメニューの中の　(1)edit_plot_weight　で　スペクトルの中の周波数の区間とその重みの値を入力して設定し ます。　その後、(2)do_leastsq　を選んで最小２乗法の計算をすると最適？解が表示されます。最適？解と言っても初期値に大きく依存していろ いろと異なった値になるため、およそ、こうなって欲しいターゲットに近い値を初期値として　step3_tubesメニューの中の(2) set_tube_initial_para()で手動 で設定します。３管模型のときは、(1)set_tube_model()で3 tubes  serial typeを選びます。




上記は　まあまあ上手くいった例ですが、逆に、よくない例を下図に示します。
これは、３管模型で実際の「お」の発声に対して　計算した例です。最適？解が的外れになっています。この原因は、３管模型では実際の「お」の発声を上手く 再現できないため、こうなって欲しいターゲット周辺で収束しないためと考えられます。「お」の模型を改善することが必要です。　


それとは別に、最適？解の　ｒ１　の値が定義域の範囲を超えています。解が定義 域 に収まるように最小２乗法のやりかたにもに工夫が必要のようです。　その３のページに定義域の 範囲におさまるように（希望）したものを参考にのせておきます。

また、FFTスペクトルのピークを検出する目的で、２次・３次多項式適合による平滑化重み係数と平滑化微分も計算しています。ピークの自動化は少し難しい ようです。


参考に、FFT分析スペクトルと２管模型からのスペクトルの比較のSCILABのデモ　プログラム　a_wavfile_edit_254b.sci　を 載 せておきま す。　入力の音声サンプルは、その１のページにあります。


このプログラムを実 際に動作させるためには、 ご使用されるプログラミング環境に合わせて修正・変更・追加などが必要かもしれません。 また、バグが含まれている可能性があります。 万一、このデモンストレーション用プログラムを動作させる場合は、あなたの責任でおこなってくださいね。


//-----------------------------------------------------------------------------------------
//   A .wav Edit  and   Compare with 2 tubes model's wave or 3 tubes model's wave.  
//
//      a trial of leastsq method to estimate tube model parameters.              
//      Using focus weight to compare (local)part of object, evaluation by siguma |wmf(i) *(x(i)-y(i))|^2 between spectrum
//
//   for window scilab-4.1.2
//
// .........................................................................................
// PLEASE PAY ATTENSION that this program may have some bugs and also you may adjust program 
// to fit your circumstances. If you use this program, everything should be done at your own risk.
// Thanks.
//~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~
T_DEMO=1;   // set T_DEMO=1 for demonstration, beside set T_DEMO=0 when normal
SEL_CODE=1; // dummy set
//
//--------------------------------------------------------------------
// Get Scilab Version
// global
   scilab_version_number=4;  // dummy set
//
   ver0=getversion();
   p0=strindex(ver0,'-');
   p1=strindex(ver0,'.');
   ver1=part(ver0,(p0(1)+1):(p1(1)-1));
   scilab_version_number=str2code(ver1)
//---------------------------------------------------------------------
// some functions to replace from scilab-4.1.2 to scilab-5.1.1
function [xmode00]=x_choose0(a,b,c)
  if scilab_version_number >= 5 then
    xmode00=x_choose(a,['Please select one and double-click it'],c);
  else
    xmode00=x_choose(a,b,c);
  end
endfunction
//----------------------------------------------------------------------
// Sound format has a difference among scilab version.
// for sound wav file
if scilab_version_number == 4 then
 f412=1;  // flag to detect scilab 4.1.2
 f511=0;
elseif scilab_version_number >= 5 then
 f412=1;
 f511=1;  // flag to detect scilab 5.1.1
else
 f412=0;
 f511=0;
end
//---------------------------------------------------------------------
// get Scilab current directory
getcwd
//===================================================================
// global variables   No. 1
// for .wav 1
chs1=0;    // channels
qty1=0;    // data quantity,  samples
size1=0;   // actual loaded data quantity
fs1=0;     // sampling frequency
bit1=0;    // bits
wavfile1=''; //  file name,  this will be overwritten.
wdat1=zeros(1,10);// data of the .wav,  only one first channel, this will be overwritten.
// for fft
fft_point1=512;
db_fft1=zeros(1,512);   // this will be overwritten.
phi_fft1=zeros(1,512);  // this will be overwritten.
Min_Freq=150;   // set plot maximum frequency by unit is [Hz]
Max_Freq=7500;   // set plot maximum frequency by unit is [Hz]

// for display
width0=400;   // default display width
ydat0=zeros(1,width0+1);  // for all data
ydat1=zeros(1,width0+1);  // for portion
xziku0=[0:1:width0];  // for all data
xziku1=[0:1:width0];  // for portion
sp1=1;       // start point for actual display
ep1=1;       // end point for actual display

// for others
defch1=1;  // default channel 1
f_win=1;  // flag if windows
//---------------------------------------
//
function save_wavprop()
    save('wavprop.dat',fs1,size1,bit1,wdat1,sp1,ep1,ydat0,ydat1,xziku0,xziku1);
endfunction
function [fs1,size1,bit1,wdat1,sp1,ep1,ydat0,ydat1,xziku0,xziku1]=load_wavprop()
   load('wavprop.dat','fs1','size1','bit1','wdat1','sp1','ep1','ydat0','ydat1','xziku0','xziku1');
endfunction
//
function save_wfft()
    save('wavfft.dat',fft_point1,db_fft1,phi_fft1);
endfunction
function [fft_point1,db_fft1,phi_fft1]=load_wfft()
    load('wavfft.dat','fft_point1','db_fft1','phi_fft1');
endfunction
//
//--------------------------------------
function [wavfile1,chs1,qty1,fs1,bit1,f412,SEL_CODE]=get_wavfile_pro()
// choose wave file
if T_DEMO == 1 then
 //+ select
 SEL_CODE=x_choose0(['a_sample';'o_sample'; 'manual select'],['Please select one'],'default')
 if SEL_CODE == 3 then  // when manual select
    SEL_CODE = 999;
 elseif SEL_CODE <= 0 then
   SEL_CODE=1;
 end   
 //- select
 if SEL_CODE == 1 then  // a_sample
   disp(' This is demonstration. Copy this file and a_sample.wav to your scilab''s   bin or home   directory.');
   [x,ierr]=fileinfo('a_sample.wav');
   xs=size(x);
   if xs(1)==0 then
     disp('Choose a_sample.wav file');
     if scilab_version_number >= 5 then
       wavfile1=uigetfile(["*.wav"],"","Choose  a_sample.wav file");
     else
       wavfile1=tk_getfile(Title="Choose a_sample.wav file");
     end
   else
     wavfile1='a_sample.wav';
   end
 elseif SEL_CODE == 2 then   // o_sample
   disp(' This is demonstration. Copy this file and o_sample.wav to your scilab''s   bin or home   directory.');
   [x,ierr]=fileinfo('o_sample.wav');
   xs=size(x);
   if xs(1)==0 then
     disp('Choose o_sample.wav file');
     if scilab_version_number >= 5 then
       wavfile1=uigetfile(["*.wav"],"","Choose  o_sample.wav file");
     else
       wavfile1=tk_getfile(Title="Choose o_sample.wav file");
     end
   else
     wavfile1='o_sample.wav';
   end
 else  // include SEL_CODE == 999
   if scilab_version_number >= 5 then
    wavfile1=uigetfile(["*.wav"],"","Choose  a .wav file");
   else
    wavfile1=tk_getfile(Title="Choose a .wav file name");
   end
 end

else
  if scilab_version_number >= 5 then
    wavfile1=uigetfile(["*.wav"],"","Choose  a .wav file");
  else
    wavfile1=tk_getfile(Title="Choose a .wav file name");
 end
 SEL_CODE = 999;
end
// read channels and samples
cs1=wavread(wavfile1,'size');
chs1=cs1(2);   // channel
qty1=cs1(1);   // samples
//...
if chs1 > 2 then   // invert data for scilab-4.1.2
 chs1=cs1(1);
 qty1=cs1(2);
 f412=1;
else
 f412=0;
end
//...
[y,fs1,bit1]=wavread(wavfile1,[1 1]);
endfunction
//--------------------------------------
// function display the .wav property
function disp_pro_wav()
 disp(qty1,'data quantity',bit1, 'bits',chs1,'channels',fs1,'sampling frequency');
endfunction
//--------------------------------------
function [wdat1, size1]=read_one_ch_of_wav(wavfile1)
 y=wavread(wavfile1);
 ysize=size(y);
 if ysize(2) == chs1 then
   wdat1=zeros(1,ysize(1));
   if chs1 == 1 then
//     for v=1:ysize(1)
//       wdat1(v)=y(v);
//    end
       wdat1=y';
   else
    disp('Channels are more than two, but, only 1st channel is stored.');
    for v=1:ysize(1)
      wdat1(v)=y(v,defch1);
    end
   end
   size1=ysize(1);
   disp(size1,'stored data size is');
 elseif ysize(1) == chs1 then  // for scilab-4.1.2
 wdat1=zeros(1,ysize(2));
 if chs1 == 1 then
//     for v=1:ysize(2)
//       wdat1(v)=y(v);
//     end
    wdat1=y;
   else
    disp('Channels are more than two, but, only 1st channel is stored.');
    for v=1:ysize(2)
      wdat1(v)=y(defch1,v);
    end
   end
   size1=ysize(2);
   disp(size1,'stored data size is');
 end
endfunction
//-----------------------------------------------
function plot_wave1(disp0)
 wb0=xget('window');  // stack old window
 xset('window',disp0);   // create new windows
 clf();
 subplot(211);
 //plot(xziku0,ydat0,'b');
 plot2d(xziku0,ydat0,style=[color("blue")]);
 xtitle('waveform all');
 // When linux scilab-3.1 2nd subplot does not work well.
 subplot(212);
 //plot(xziku1,ydat1,'b');
 plot2d(xziku1,ydat1,style=[color("blue")]);
 xtitle('waveform selected');
 xset('window',wb0);   // push old windows
endfunction
//--------------------------------------
function [ydat1,xziku1]=make_width_data( work1, wsize1)
wsize2=wsize1 - sp1 + 1;
wsize3=ep1-sp1+1;
if wsize3  > (width0+1) then
 wstep1= wsize3 / (width0+1);
 for v=1:(width0+1)
  ydat1(v)= work1( sp1 + int(wstep1 * (v - 1)));
  xziku1(v)= sp1 + int(wstep1 * (v - 1));
 end
else
 for v=1:(width0+1)
  if v <= wsize3 then
   ydat1(v)=work1((sp1-1)+v);
  else
   ydat1(v)=0.;
  end
   xziku1(v)=(sp1-1)+v;
 end
end
//
// plot_wave1(0);
endfunction
//----------------------------------------------------------------
function [wsp1, wep1]= reset_sp1_ep1(wsize1)
 wsp1=1;
 wep1=wsize1;
endfunction
//----------------------------------------------------------------
function [wsp1, wep1]= set_sp1_ep1(wsize1)
 txt1=['start point';'end point'];
 wstr1=sprintf('%d',sp1);
 wstr2=sprintf('%d',ep1);
 sig1=x_mdialog('Input start point and end point for portion display.',txt1, [wstr1 ; wstr2 ]);
 if sig1==[] then
  arg1=evstr(wstr1);
  arg2=evstr(wstr2);
 else
  arg1=evstr(sig1(1));
  arg2=evstr(sig1(2));
 end
 //
//disp(arg2,'arg2',arg1,'arg1');
//
 wsp1=sp1;
 wep1=ep1;
 if arg1 >= 1 then
  if arg2 <= wsize1 then
   if arg1 < arg2 then
     wsp1=arg1;
     wep1=arg2;
     disp(wep1,'ep1',wsp1,'sp1');
   end
  end
 end
endfunction
//----------------------------------------------------------------
function snd_play1()
// this sound doesnot work well on windows scilab-3.1.1 and linux scilab-3.1
// but, this sound works on windows scilab-4.1.2. But, linux scilab-4.1.2 doesnot!
wdatw=zeros(ep1-sp1+1);
for v=sp1:ep1
 wdatw(v-sp1+1)=wdat1(v);
end

if f_win == 1 then
if f412 == 1 then    // for windows scilab-4.1.2
 sound(wdatw' ,fs1,bit1);
else                 // for windows scilab-3.1.1
 if fs1 == 22050 then
  sound(wdatw,fs1,bit1);
  disp('This function may work, if luckily.');
 elseif fs1 == 44100 then    // down-sampling from 44100 to 22050
    wdatw2=zeros((ep1-sp1)/2+1);
    for v=1:((ep1-sp1)/2+1)
    wdatw2(v)=wdat1(sp1 + 2 * (v -1) );
    end
    disp('down-sampling from 44100 to 22050');
    sound(wdatw2,22050,bit1);
    disp('This function may work, if luckily.');
 else
  //sound(wdatw,fs1,bit1);
  disp('This function does not work.');
 end
 end
else
 disp('Sorry, but, this function does not work.');
end
endfunction
//
//----------------------------------------------------------------
function snd_save1()
//
wavefilename= input(' + enter file name for saved .wav file =>',["string"]);
//
wdatw=zeros(ep1-sp1+1);
for v=sp1:ep1
 wdatw(v-sp1+1)=wdat1(v);
end
if f412 == 1 then    // for windows scilab-4.1.2
 wavwrite(wdatw' ,fs1,bit1,wavefilename );
else                 // for windows scilab-3.1.1
 wavwrite(wdatw,fs1,bit1, wavefilename);
end
endfunction
//--- check platform is windows -----------------------------------
if isdir('c:\\') then
 f_win=1;
else
 f_win=0;
end
//
//=================================================================
//
//   +MAIN (1)program starts
//
[wavfile1,chs1,qty1,fs1,bit1,f412,SEL_CODE]=get_wavfile_pro();
disp_pro_wav();
[wdat1, size1]=read_one_ch_of_wav(wavfile1);
sp1=1;
ep1=size1;
[ydat0,xziku0]=make_width_data( wdat1, size1);
if T_DEMO==1 then
 if SEL_CODE == 1 then // a_sample
  sp1=1900;
  ep1=2413;
 elseif SEL_CODE == 2 then // o_sample
  sp1=2700;
  ep1=3300;
 else   // include SEL_CODE == 999
  [sp1, ep1]= set_sp1_ep1(size1);
 end
end
[ydat1,xziku1]=make_width_data( wdat1, size1);
plot_wave1(0);
//
// -MAIN (1)program starts
// select .wav and set portion to make it fft
//==============================================================++=
//
//
//
function [fft_point1]=set_fft_points()
 l1=list('points',3,['128','256','512','1024']);
 wrep=x_choices('Select FFT points',list(l1));
//
  fft_point1=512; // default
 if wrep== 1 then
  fft_point1=128;
 elseif  wrep== 2 then
  fft_point1=256;
 elseif  wrep== 3 then
  fft_point1=512;
 elseif  wrep== 4 then
  fft_point1=1024;
 end
endfunction
//----------------------------------------------------
function [frq1,sfrq1,is1,ie1]=set_frq( spec1024 )
// spec1024,  tube model response no syuhasuu bunkainou wo agwru tame
dfsw= fs1 / fft_point1;
is1= ceil(Min_Freq / dfsw);
ie1= int(Max_Freq / dfsw);
if spec1024 == 1024 then
 dfsw2= fs1 / 1024.0;
else
 dfsw2=dfsw;
end
frq1=[(dfsw * is1):dfsw2:(dfsw * ie1)];
frqs=size(frq1);
sfrq1=frqs(2);
endfunction
//-----------------------------------------------
function plot_fft1(disp0)
 wb0=xget('window');  // stack old window
 xset('window',disp0);   // create new windows
 [frq1,sfrq1,is1,ie1]=set_frq(0);
 clf();
 subplot(211);
 gainplot(frq1,db_fft1,phi_fft1);
 xtitle('frequency response of waveform selected by fft analysis');
 subplot(212);
 //plot(xziku1,ydat1,'b');
 plot2d(xziku1,ydat1,style=[color("blue")]);
 xtitle('waveform selected');
 xset('window',wb0);   // push old windows
endfunction

//----------------------------------------------------
function  [db_fft1,phi_fft1]=do_fft_wav()
 if size1 >= ( sp1 + fft_point1 - 1 ) then
  win_hn=window('hn',fft_point1);  // make hanning windows data
  wdatw=zeros(1, fft_point1);
  for v=1:fft_point1
   wdatw(v)=wdat1(sp1 + v - 1);
  end
  wdatw2= wdatw .* win_hn;
  fftwout=fft( wdatw2, -1 );

 //
 [frq1,sfrq1,is1,ie1]=set_frq(0);
 //
 respw=zeros(1,sfrq1);
 ct0=1;
 for loop=is1:ie1
  respw(ct0)=fftwout(loop+1);
  ct0=ct0+1;
 end
 [db_fft1,phi_fft1] =dbphi(respw);
 end   // -if size1 <= ( sp1 + fft_point1 - 1 ) then
endfunction
//=================================================================
//  peak detect on FFT spectrum
// 
//    (1)2-3 smoothing on FFT data / nizi sanzi takousiki tekigou niyoru smoothing
//    (2)differentiation (def)     / heikatsuka bibun
//    (3)detect peak as the point from plus to minus
//
sn=0;  // data quantity.  this will be overwritten.
sm1=2;  // set order of 2-3 smoothing
sm2=2;  // set order of 5 points  differentiation (def)
        // if sm2=1, more peak candidate may appear
        // if sm2=2, sometime gentle slop (nadaraka) peak will be lost

swnd= zeros(1,128);  // swnd(1),swnd(2),....  this will be overwritten.

sm1out=zeros(1,512);   // this will be overwritten. calculate weighted average
sm2out=zeros(1,512);   // this will be overwritten. def of sm1out

npk=0;
pklist=zeros(9,512);  // nth, freq, its value of peak candinates
                      // nth, freq, its value of estimated left edge
                      // nth, freq, its value of estimated right edge
//------------------------------------------------------
function plot_fft_sm1(disp0)
 [frq1,sfrq1,is1,ie1]=set_frq(0);

 w0=xget('window');
 xset('window',disp0);
 clf();
 subplot(211);
 gainplot(frq1,db_fft1,phi_fft1);
 //plot2d(frq1,db_fft1,color("black"),logflag="ln");
 xtitle('frequency response of waveform selected by fft analysis');
 plot2d(frq1,sm1out,color("green"),logflag="ln");
 legend(['org'; 'smoothed'],3);
 //xtitle('smoothed frequency response ');
 subplot(212);
 plot2d(frq1,sm2out,color("red"),logflag="ln");
 xtitle('def of smoothed frequency response ');
 xset('window',w0);
endfunction
//----------------------------------------------------------
function [sn,swnd,sm1out,sm2out,npk,pklist]=smooth1(disp_code)
 // get db_fft1 data size
 ax=size(db_fft1);
 sn=ax(2);
 swnd= zeros(1,128);
 // preparetion smoothing 2-3
 sm=sm1;
 snorm=(4.0 * sm * sm - 1.0) * (2.0 * sm + 3.0 ) / 3.0;
 sl=3.0 * sm * (sm + 1.0) -1.0;
 for loop=1:(sm+1)
  swnd(loop)= sl - 5.0 * (loop -1.0) * (loop - 1.0);
 end
 // calculate weighted average
 sm1out=zeros(sn);
 dmax0= 0.;
 sigma0=0.;
 ep0=0.;
 for v=1:sn
   if v < (sm+1) then
     sm1out(v)=db_fft1(v);
   elseif v > (sn-sm) then
     sm1out(v)=db_fft1(v);
   else
     sum0 = db_fft1(v) * swnd(1);
     for v2=1:sm
       sum0 = sum0 + db_fft1(v+v2) * swnd(1+v2);
       sum0 = sum0 + db_fft1(v-v2) * swnd(1+v2);
     end
     sm1out(v)= sum0 / snorm;
     //
     sa0=db_fft1(v) - sm1out(v);
     sigma0=sigma0+sa0*sa0;
   end
     ep0=ep0+db_fft1(v);
     if sm1out(v) > dmax0 then
       dmax0= sm1out(v);
     end
  end
 //
 // calculate  def of smoothed
 sm=sm2;
 sm2out=zeros(sn);
 for v=1:sn
  if v<(sm+1) then
   sm2out(v)=0.;
  elseif v>(sn-sm) then
   sm2out(v)=0.;
  else
   sm2out(v)=0.;
   for v2=1:sm
     sm2out(v)=sm2out(v)+ ( sm1out(v+v2) - sm1out(v-v2)) * v2;
   end
  end
 end
// find from + to - in def
pklist=zeros(9,sn);
[frq1,sfrq1,is1,ie1]=set_frq(0);
npk=0;
for v=2:sn
  if sm2out(v-1) > 0 then
    if sm2out(v) < 0 then
      dmax1=-9999.0;
      stack_v=-1;
      //.. ..
      for v2=(v-sm):(v+sm)
        if v2 < 1 then
        elseif v2 > sn then
        else
          if db_fft1(v2) > dmax1 then
           dmax1=db_fft1(v2);
           stack_v=v2;
          end
        end
      end
      //.. ..
      if stack_v > 0 then
        npk=npk+1;
        pklist(1,npk)=stack_v;
        pklist(2,npk)=frq1(stack_v);
        pklist(3,npk)=dmax1;
      end
    end
  end
end
// find left edge estimated based on smoothed signal
 for loop=1:npk
   if pklist(1,loop) == 1 then
      pklist(4,loop) = 1;
      pklist(5,loop) = frq1(1);
      pklist(6,loop) = sm1out(1);
   else
     pklist(4,loop) = 1;
     pklist(5,loop) = frq1(1);
     pklist(6,loop) = sm1out(1);
    for v=pklist(1,loop):-1:2
     if sm1out(v-1) > sm1out(v) then
      pklist(4,loop) = v;
      pklist(5,loop) = frq1(v);
      pklist(6,loop) = sm1out(v);
      break;
     end
    end
 
   end
 end  // for loop=1:npk
//..
// find right edge estimated based on smoothed signal
 for loop=1:npk
   if pklist(1,loop) == sn then
      pklist(7,loop) = sn;
      pklist(8,loop) = frq1(sn);
      pklist(9,loop) = sm1out(sn);
   else
     pklist(7,loop) = sn;
     pklist(8,loop) = frq1(sn);
     pklist(9,loop) = sm1out(sn);
    for v=pklist(1,loop):1:(sn-1)
     if sm1out(v+1) > sm1out(v) then
      pklist(7,loop) = v;
      pklist(8,loop) = frq1(v);
      pklist(9,loop) = sm1out(v);
      break;
     end
    end
 
   end
 end  // for loop=1:npk
//...
 if disp_code == 1 then
  disp('');
  //-- peak candinate list out
  disp('-- peak candinate list out --');
  disp('-- peak [Hz] [dB]  left edge [Hz] [dB]  right edge [Hz] [dB] --');
  for v=1:npk
  // disp([pklist(1,v) pklist(2,v) pklist(3,v)]);
    disp([ pklist(2,v) pklist(3,v) pklist(5,v) pklist(6,v) pklist(8,v) pklist(9,v)]);
  end
 //-- peak candinate list out
 disp('');
 end
endfunction
//
//=================================================================
//
//   +MAIN (2)program starts
//    about fft
if T_DEMO==1 then
 [db_fft1, phi_fft1]=do_fft_wav();
 plot_fft1(1);
 //
 [sn,swnd,sm1out,sm2out,npk,pklist]=smooth1(1);
 plot_fft_sm1(2);
end
//
//  -MAIN (2)program starts
//
//==============================================================++=
//
//
// global variables  No. 2
//
c0=35000;   // constant.  the speed of sound is round 35000 cm/second
ts=1.0 / fs1;
//
L1=1;  // this will be overwritten.
L2=1;  // this will be overwritten.
L3=1;  // this will be overwritten.
A1=1;  // this will be overwritten.
A2=1;  // this will be overwritten.
A3=1;  // this will be overwritten.
//
ttl_Length=18.5;  // set  total length of combined tubes, Two Tubes, and etc               
ttl_Area=10;    // a constant in this program.  set total area of combined tubes, Two Tubes, and etc  for dummy display
l1=0; // this will be overwritten.
l2=0; // this will be overwritten.
rg=1; //  a constant in this program.  When glottis
r1=0.8; // this will be overwritten.
r2=0.8; // this will be overwritten.
rl=0.9;   // set adjust reduction response. rl is variable, however use one constant in this.
fc=1000;   // this will be overwritten. set cut off frequency of High Pass Filter by unit is [Hz]
trise=6.0; // this will be overwritten.
//tfall=0.7; // this will be overwritten.
tfall=2.0; // this will be overwritten.
tclosed=5.0;  // use ONLY in waveform making
//
yg_res1= ones(1,1024);  // this will be overwritten.
tube2_res1= ones(1,1024);  // this will be overwritten.
hpf_res1= ones(1,1024);  // this will be overwritten.
overall_res1=zeros(1,1024); // this will be overwritten.
db_2tube=zeros(1,1024); // this will be overwritten.
phi_2tube=zeros(1,1024); // this will be overwritten.
//
// others
WT_QTY=2;  // WT_QTY=2: standard 2 tubes model
N_REPEAT=7; // how many section to generate waveform ?
Wtubepropdat= 'tubeprop.dat';
//
//
//--------------------------------------------------------------------------
function save_2tube()
    save(Wtubepropdat,L1,L2,L3,A1,A2,A2,ttl_Length,ttl_Area,l1,l2,rg,r1,r2,fc,trise,tfall,tclosed,yg_res1,tube2_res1,hpf_res1,overall_res1,db_2tube,phi_2tube,WT_QTY);
endfunction
function [L1,L2,L3,A1,A2,A3,ttl_Length,ttl_Area,l1,l2,rg,r1,r2,fc,trise,tfall,tclosed,yg_res1,tube2_res1,hpf_res1,overall_res1,db_2tube,phi_2tube,WT_QTY]=load_2tube()
   load(Wtubepropdat,'L1','L2','L3','A1','A2','A3','ttl_Length','ttl_Area','l1','l2','rg','r1','r2','fc','trise','tfall','tclosed','yg_res1','tube2_res1','hpf_res1','overall_res1','db_2tube','phi_2tube','WT_QTY');
endfunction
//
function [WT_QTY]= set_tube_model()
 l1=list('model',(WT_QTY-1),['2 tubes','3 tubes  serial type']);
 //l1=list('model',1,['2 tubes']);
 wrep=x_choices('Select tube model',list(l1));
//
 if wrep== 1 then
  WT_QTY=2;
 elseif  wrep== 2 then
  WT_QTY=3;
 end
endfunction
//
//-------------------------------------------------
function [r1,r2,l1,l2,ttl_Length,fc,trise,tfall,tclosed]= set_2tube_para()
 wstr1=sprintf('%f',r1);
 wstr2=sprintf('%f',l1);
 wstr3=sprintf('%f',ttl_Length);
 wstr4=sprintf('%f',fc);
 wstr5=sprintf('%f',trise);
 wstr6=sprintf('%f',tfall);
 wstr7=sprintf('%f',tclosed);
 wstr8=sprintf('%f',r2);
 wstr9=sprintf('%f',l2);
 //
 if WT_QTY == 3 then
  txt1=['r1';'l1'; 'r2'; 'l2'; 'total_tube_Length'; 'fc'; 'trise'; 'tfall' ; 'tclosed (use only for generation)'];
  sig1=x_mdialog('Input parameters',txt1, [wstr1 ; wstr2 ; wstr8 ; wstr9; wstr3 ; wstr4; wstr5; wstr6; wstr7 ]);
  if sig1==[] then
   r1=evstr(wstr1);
   l1=evstr(wstr2);
   r2=evstr(wstr8);
   l2=evstr(wstr9);
   ttl_Length=evstr(wstr3);
   fc=evstr(wstr4);
   trise=evstr(wstr5);
   tfall=evstr(wstr6);
   tclosed=evstr(wstr7);
  else
   r1=evstr(sig1(1));
   l1=evstr(sig1(2));
   r2=evstr(sig1(3));
   l2=evstr(sig1(4));
   ttl_Length=evstr(sig1(5));
   fc=evstr(sig1(6));
   trise=evstr(sig1(7));
   tfall=evstr(sig1(8));
   tclosed=evstr(sig1(9));
  end
 else
  txt1=['r1';'l1'; 'total_tube_Length'; 'fc'; 'trise'; 'tfall' ; 'tclosed (use only for generation)'];
  sig1=x_mdialog('Input parameters',txt1, [wstr1 ; wstr2 ; wstr3 ; wstr4; wstr5; wstr6; wstr7 ]);
  if sig1==[] then
    r1=evstr(wstr1);
    l1=evstr(wstr2);
    ttl_Length=evstr(wstr3);
    fc=evstr(wstr4);
    trise=evstr(wstr5);
    tfall=evstr(wstr6);
    tclosed=evstr(wstr7);
    r2=evstr(wstr8);
    l2=evstr(wstr9);
  else
    r1=evstr(sig1(1));
    l1=evstr(sig1(2));
    ttl_Length=evstr(sig1(3));
    fc=evstr(sig1(4));
    trise=evstr(sig1(5));
    tfall=evstr(sig1(6));
    tclosed=evstr(sig1(7));
    r2=evstr(wstr8);
    l2=evstr(wstr9);
   end
 end
endfunction
//
// Function plot sqrt(area) vs length
function plot_area(disp0)
 wb0=xget('window');  // stack old window
 xset('window',disp0);   // create new windows
//
if f412 == 1 then
 arrowsize1=20;
else
 arrowsize1=1;
end
clf();
plot2d(0,0,1,"010","",[-5,-10,30,10],[5,5,4,5]);  // wake wo egaku
if WT_QTY == 4 then  //Three Tubes Model of T type
ya1=sqrt(A1);
ya2=sqrt(A2);
ya3=sqrt(A3);
if ya2 > ya1 then
 yy0=ya2;
else
 yy0=ya1;
end
yy0=10- (yy0 * 2);
// Area scale is double than other Tube Models.
yy1=ya1  + yy0;
yy2=ya2  + yy0;
yy3=yy0 - L3;
xx1=L1 - (ya3 / 2);
xx2=L1 + (ya3 / 2);
xp=[0    0    xx1  xx1   xx2   xx2  L1+L2 L1+L2  L1  L1   0 ]';
yp=[yy1 yy0  yy0   yy3   yy3   yy0   yy0          yy2            yy2     yy1     yy1]';
xpolys( xp, yp, [5 5 5 5 5 5 5 5 5 5 5] );
xar=[-2 -0.5];
yar=[yy0+ ( ya1 / 2 ) yy0+ ( ya1 / 2 ) ];
xarrows(xar, yar, arrowsize1, 5);
yar=[yy0 + ( ya2 / 2 )   yy0+ ( ya2 / 2 ) ];
xar=[ L1+L2+0.5 L1+L2+2];
xarrows(xar, yar, arrowsize1, 5);
xstring(xx1, yy3 - 1, "CLOSED");
xstring(0,-9,"Attension: Area scale is double than others Tube Models");
//
elseif WT_QTY == 3 then  //Three Tubes Model of serial type
ya1=sqrt(A1);
ya2=sqrt(A2);
ya3=sqrt(A3);
xp=[0    0    L1  L1 L1+L2 L1+L2 L1+L2+L3 L1+L2+L3 L1+L2 L1+L2  L1  L1 0   ]';
yp=[ya1 -ya1  -ya1    -ya2       -ya2      &    -ya3       -ya3      &          ya3                  ya3             ya2          ya2     ya1    ya1 ]';
xpolys( xp, yp, [5 5 5 5 5 5 5 5 5 5 5 5] );
xar=[-2 -0.5];
yar=[0 0];
xarrows(xar, yar, arrowsize1, 5);
xar=[ L1+L2+L3+0.5 L1+L2+L3+2];
xarrows(xar, yar, arrowsize1, 5);
else  //Two Tubes Model
ya1=sqrt(A1 );
ya2=sqrt(A2 );
xp=[0    0    L1  L1   L1+L2   L1+L2   L1  L1 0   ]';
yp=[ya1 -ya1  -ya1    -ya2       -ya2      &    ya2             ya2     ya1    ya1 ]';
xpolys( xp, yp, [5 5 5 5 5 5 5 5] );
xar=[-2 -0.5];
yar=[0 0];
xarrows(xar, yar, arrowsize1, 5);
xar=[ L1+L2+0.5 L1+L2+2];
xarrows(xar, yar, arrowsize1, 5);
 if WT_QTY==5 then
   xar=[ L1+L2-0.5 L1+L2-2];
   xarrows(xar, yar, arrowsize1, 3);
 end
end

 xset('window',wb0);   // push old windows
endfunction
//
//-------------------------------------------------
// +hpf
function [hpf_res1]=hpf_response( point0)
wc=2. * %pi * fc;
al1= -1. * %e^( -1. * wc * ts);
bl0= wc * ts;
// Then, convert them to high pass filter's coefficients
fnew=fc;
wcnew=2. * %pi * fnew;
alfa= -1. *  cos( (wc + wcnew) * ts /2. ) / cos( (wc - wcnew) * ts / 2. );
// high pass filter's coefficients
 bh0= bl0 / (1.0 -  al1 * alfa);
 bh1= alfa * bl0 / (1.0 -  al1 * alfa);
 ah1= (alfa - al1) / (1.0 -  al1 * alfa);
// Function for disply high pass filter's frequency-phase response
[frq1,sfrq1,is1,ie1]=set_frq(point0);
hpf_res1=zeros(1,sfrq1);
for v=1:sfrq1
 xw=2 * %pi * frq1(v);
 yi= bh0  + bh1 * cos( xw * ts) - bh1 * sin( xw * ts ) * %i;
 yb=1.0  + ah1 * cos( xw * ts ) -  ah1 * sin( xw  * ts ) * %i;
  hpf_res1(v)= yi /yb;
end
endfunction
// -hpf
//----------------------------------------------------------
//
//
function [ tube2_res1, L1, L2, L3,  A1, A2, A3]= two_tubes2_resp()
if WT_QTY==3 then
//
// 3 tubes model definition
//
//    L1+L2+L3 = ttl_Length (total tubes length)
//
//   l1= (L2-L1)/(L2+L1)
//   l2= (L3-L2)/(L3+L2)
//
//    A1+A2+A3= ttl_Area 
//
//    r1= (A2-A1)/(A2+A1)
//    r2= (A3-A2)/(A3+A2)
//
  bunbo= l1 * l2 + ( l1 - l2 ) + 3.0;
  L1= ttl_Length * ( l2 - 1.0 ) * (l1 - 1.0 ) / bunbo ;
  L2= ttl_Length * ( l2 - 1.0 ) * ( -1.0 * l1 - 1.0 ) / bunbo ;
  L3= ttl_Length * ( l2 + 1.0 ) * (l1 + 1.0 ) / bunbo ;
  tu1=L1/c0;
  tu2=L2/c0;
  tu3=L3/c0;
  bunbo= r1 * r2 + ( r1 - r2 ) + 3.0;
  A1= ttl_Area * ( r2 - 1.0 ) * (r1 - 1.0 ) / bunbo ;
  A2= ttl_Area * ( r2 - 1.0 ) * ( -1.0 * r1 - 1.0 ) / bunbo ;
  A3= ttl_Area * ( r2 + 1.0 ) * (r1 + 1.0 ) / bunbo ;
  [frq1,sfrq1,is1,ie1]=set_frq(1024);
  tube2_res1=zeros(1,sfrq1);
  for v=1:sfrq1
   xw= 2 * %pi * frq1(v);
   //+
   yi  = 0.5 * ( 1. + rg ) * ( 1. + r1) * ( 1. + r2) * ( 1. + rl ) * %e^( -1. * ( tu1 + tu2  + tu3) * xw * %i);
   yb =  1 + rg * r1 * %e^( -2 * tu1 * xw * %i) + r1 * r2 * %e^( -2 * tu2 * xw * %i) + r2 * rl * %e^( -2 * tu3 * xw * %i);
   yb = yb + rg * r2 * %e^( -2 * (tu1 + tu2) * xw * %i) + r1 * rl * %e^( -2 * (tu2 + tu3) * xw * %i);
   yb = yb + rg * r1 * r2 * rl *  %e^( -2 * (tu1 + tu3) * xw * %i);
   yb = yb + rg * rl *  %e^( -2 * (tu1 + tu2 + tu3) * xw * %i);
   tube2_res1(v) = yi / yb;
   //-
  end
else
 L2= ( 1. + l1 ) * ttl_Length / 2.;
 L1= ttl_Length - L2;
 tu1=L1/c0;
 tu2=L2/c0;
 A2= ( 1. + r1 ) * ttl_Area/ 2.;
 A1= ttl_Area - A2;
 //
 [frq1,sfrq1,is1,ie1]=set_frq(1024);
 tube2_res1=zeros(1,sfrq1);
 for v=1:sfrq1
  xw= 2 * %pi * frq1(v);
  yi  = 0.5 * ( 1 + rg ) * ( 1 + r1)  * ( 1 + rl ) * %e^( -1 * ( tu1 + tu2 ) * xw * %i);
  yb =  1 + r1 * rg * %e^( -2 * tu1 * xw * %i) + r1 * rl * %e^( -2 * tu2 * xw * %i) + rl * rg * %e^( -2 * (tu1 + tu2) * xw * %i);
  tube2_res1(v) = yi / yb;
 end
 // +dummy data set
 L3=1;
 A3=1;
 // -dummy data set
end
endfunction
//
// +yg response
function [yg_res1]=yg_resp(points)
 N2= int( trise / 1000 / ts);
 N3= int( tfall / 1000 / ts);
 sizew=max((N2+N3+1),points);
 yg=zeros(1,sizew);
 //
 for tc0=1:sizew
  if  tc0 <= (N2+1)  then
    yg(tc0)= 0.5 * ( 1 - cos( ( %pi / N2 ) * (tc0 - 1) ) );
  elseif tc0<= (N2+N3+1) then
   yg(tc0)= cos( ( %pi / ( 2 * N3 )) * ( tc0 - (N2+1) ) );
  else
   yg(tc0)=0.0;
  end
 end

 [frq1,sfrq1,is1,ie1]=set_frq(points);
 yg_res1=zeros(1,sfrq1);
 // +do points(1024) fft and get portion of data
 if sizew == points then
    fftwout=fft( yg, -1 );
    v=1;
    is2= int(is1 * points / fft_point1);
    ie2= int(ie1 * points / fft_point1);
    for w=is2:ie2
      yg_res1(v)=fftwout(is2+v) / fftwout(1);
      v=v+1;
    end
 else   // -do 1024 fft and get portion of data
//
 y00=0.;
 for v=1:(N2+N3+1)
  y00= y00 + yg(v);
 end
//
 for w=1:sfrq1
 xw=2 * %pi * frq1(w) * ts;
 yi=0;
 for v=1:(N2+N3+1)
  yi= yi + yg(v) * %e^(-1. * xw * (v-1) * %i);
 end  // for v
 yg_res1(w)=yi / y00; 
 end  // for w
end
endfunction
// -yg response
//-------------------------------------------------
//
function [overall_res1,db_2tube, phi_2tube ]=overall_response()
[frq1,sfrq1,is1,ie1]=set_frq(1024);
 for v=1:sfrq1
   overall_res1(v)= hpf_res1(v) * tube2_res1(v) * yg_res1(v) ;
 end
 [db_2tube,phi_2tube] =dbphi(overall_res1);
endfunction
//-----------------------------------------------
function plot_2tube(disp0, kcode)
//                         When kcode =0, normal, beside kcode=1, leastsq result
 wb0=xget('window');  // stack old window
 xset('window',disp0);   // create new windows
 [frq1,sfrq1,is1,ie1]=set_frq(0);
 clf();
 subplot(211);
 gainplot(frq1,db_fft1,phi_fft1);
 xtitle('frequency response of waveform selected by fft analysis');
  [frq1,sfrq1,is1,ie1]=set_frq(1024);
 subplot(212);
 gainplot(frq1,db_2tube',phi_2tube');
 if kcode == 0 then
  xtitle('frequency response of tubes model by initial value for comparison to one of waveform selected by fft analysis ');
 elseif kcode == 1 then
  xtitle('frequency response of tubes model by leastsq method result from the initial value');
 elseif kcode == 3 then
 wstr0='   frequency response of tubes model';
 wstr1=sprintf('%f',l1);
 wstr2=sprintf('%f',r1);
 wstr3=sprintf('%f',l2);
 wstr4=sprintf('%f',r2);
 if WT_QTY == 3 then
   wstr5='l1=' + wstr1 + '  r1=' + wstr2 + '  l2=' + wstr3 + '  r2=' + wstr4 + wstr0;
 else  // when WT_QTY == 2 then
   wstr5='l1=' + wstr1 + '  r1=' + wstr2  + wstr0;
 end
   xtitle(wstr5);
end
 xset('window',wb0);   // push old windows
endfunction

//
//=================================================================
//
//   +MAIN (3)program starts
//    about matching to 2 tubes model
if T_DEMO==1 then
 trise=6.0; // just fit for 1st demo version
 tfall=0.7; // just fit for 1st demo version
 if SEL_CODE == 1 then // a_sample
   WT_QTY=2;
   r1=0.8;
   l1=0.;
   ttl_Length=18.5;
 elseif SEL_CODE == 2 then // o_sample
   WT_QTY=3;
   r1=-0.5;
   l1=0.5;
   r2=0.8;
   l2=0.;
   ttl_Length=23.;
 else   // include SEL_CODE == 999
  [WT_QTY]= set_tube_model();
  [r1,r2,l1,l2,ttl_Length,fc,trise,tfall,tclosed]= set_2tube_para();
 end
 [yg_res1]=yg_resp(1024);
 [ tube2_res1, L1, L2, L3, A1, A2, A3 ]= two_tubes2_resp();
 [hpf_res1]=hpf_response(1024);
 [overall_res1,db_2tube, phi_2tube ]=overall_response();
 plot_2tube(3,0);
end
//
//  -MAIN (3)program starts
//
//==============================================================++=
//
//
//-----------------------------------------------------------------
// global variables   No. 3
//
yg= zeros(1,1024);  // this will be overwritten.
y2tm= zeros(1,1024);  // this will be overwritten.
y3out= zeros(1,1024);  // this will be overwritten.
// other
amplitude= ones(1,2); // this will maybe  be overwritten.
Wy3out_filename='dummy.wav';

//---------------------------------------------------------
function [N_REPEAT]= set_section_qty()
 txt1=['sections quantity'];
 wstr1=sprintf('%f',N_REPEAT);
 sig1=x_mdialog('How many sections to generate',txt1, [wstr1]);
 N_REPEAT=int(evstr(sig1(1)));
endfunction
//---------------------------------------------------------
function [yg,y2tm,y3out]= make_waveform()
 L1z=zeros(1,N_REPEAT);
 L2z=zeros(1,N_REPEAT);
 L3z=zeros(1,N_REPEAT);
 A1z=zeros(1,N_REPEAT);
 A2z=zeros(1,N_REPEAT);
 A3z=zeros(1,N_REPEAT);
 trisez=zeros(1,N_REPEAT);
 tfallz=zeros(1,N_REPEAT);
 tclosedz=zeros(1,N_REPEAT);
 amplitudez=ones(1,N_REPEAT);
 for v=1:N_REPEAT
  L1z(v)=L1;
  L2z(v)=L2;
  L3z(v)=L3;
  A1z(v)=A1;
  A2z(v)=A2;
  A3z(v)=A3;
  trisez(v)=trise;
  tfallz(v)=tfall;
  tclosedz(v)=tclosed;
 end
 //
 if WT_QTY == 3 then   //Three Tubes Model of serial type
 tu1=L1z./c0;   // delay time in 1st tube
 tu2=L2z./c0;   // delay time in 2nd tube
 tu3=L3z./c0;   // delay time in 3rd tube
 r1z=(A2z-A1z)./(A2z+A1z);  // reflection coefficient between 1st tube and 2nd tube
 r2z=(A3z-A2z)./(A3z+A2z);  // reflection coefficient between 2nd tube and 3rd tube
elseif WT_QTY == 4 then   //Three Tubes Model of T type
 tu1=L1z./c0;   // delay time in 1st tube
 tu2=L2z./c0;   // delay time in 2nd tube
 tu3=L3z./c0;   // delay time in 3rd tube
 r12z=((A2z+A3z)-A1z)./(A3z+A2z+A1z);  // reflection coefficient between 1st tube and others
 r21z=(A2z-(A1z+A3z))./(A3z+A2z+A1z);  // reflection coefficient between 2nd tube and others
 r31z=(A3z-(A1z+A2z))./(A3z+A2z+A1z);  // reflection coefficient between 3rd tube and others
else                //Two Tubes Model
 tu1=L1z./c0;   // delay time in 1st tube
 tu2=L2z./c0;   // delay time in 2nd tube
 r1z=(A2z-A1z)./(A2z+A1z);  // reflection coefficient between 1st tube and 2nd tube
end
 //
 disp('+++enter step 1  Input Glottal Volume Velocity Generation');
 D_QTY=N_REPEAT;
 length0=0;  
 N1= zeros(1, D_QTY);
 N2= zeros(1, D_QTY);
 N3= zeros(1, D_QTY);
 LL= zeros(1, D_QTY);
 for loop=1:D_QTY
  N1(loop)= int( tclosedz(loop) / 1000 / ts );
  N2(loop)= int( trisez(loop) / 1000 / ts);
  N3(loop)= int( tfallz(loop) / 1000 / ts);
  LL(loop)= N1(loop)+N2(loop)+N3(loop);
  length0 = length0 + LL(loop);
 end
// yg is Glottal Volume Velocity.  rg is reflection coefficient between glottis and 1st tube
 // reflection coefficient between glottis and 1st tube
 rg_rise=0.9;    //  set some value (1. or less) when glottis is opening
 rg_fall=0.95;   //  set some value (1. or less) when glottis is closing
 rg_closed=rg;   // When glottis is closed,
               // reflection coefficient between glottis and 1st tube is 1
              //  because glottis's gate is closed and vocal tract is free from glottis's influence
 yg= zeros(1,length0+1);
 rgz= zeros(1,length0+1);
 tc0=1;
 yg(tc0)=0.;
 yg(tc0)=amplitudez(1) * yg(tc0);
 for loop=1:D_QTY
 for t0=1:int(LL(loop))
 tc0=tc0+1;
 if t0 < N1(loop) then
   yg(tc0) =0;
   rgz(tc0)=rg_closed;
 elseif t0 <= (N2(loop) + N1(loop)) then
   yg(tc0)= 0.5 * ( 1 - cos( ( %pi / N2(loop) ) * (t0 - N1(loop)) ) );
   rgz(tc0)=rg_rise;
 elseif t0 <= (N3(loop)+N2(loop)+N1(loop)) then
   yg(tc0)= cos( ( %pi / ( 2 * N3(loop) )) * ( t0 - (N2(loop)+N1(loop)) ) );
   rgz(tc0)=rg_fall; 
 else
  yg(tc0) =0;
  rgz(tc0)=rg_closed;
 end
  yg(tc0)=amplitudez(loop) * yg(tc0);
 end  // t0
 end  // loop
 //
 //
if WT_QTY == 3 then   //Three Tubes Model of serial type
 disp('+++enter step 2  Three Tubes Model of serial type for Vocal Tract Calculation');

// yt is output of Two Tubes Model for Vocal Tract
 M1= zeros(1, D_QTY);
 M2= zeros(1, D_QTY);
 M3= zeros(1, D_QTY);
 y2tm= zeros(1,length0+1);
 for loop=1:D_QTY
 M1(loop)= int( tu1(loop) / ts ) + 1;
 M2(loop)= int( tu2(loop) / ts ) + 1;
 M3(loop)= int( tu3(loop) / ts ) + 1;
 end
 MAX_M1=M1(1);
 MAX_M2=M2(1);
 MAX_M3=M3(1);
 for loop=1:D_QTY
  if M1(loop) > MAX_M1 then
    MAX_M1= M1(loop)
  end
  if M2(loop) > MAX_M2 then
   MAX_M2= M2(loop)
  end
  if M3(loop) > MAX_M3 then
   MAX_M3= M3(loop)
  end
 end
 ya1= zeros(1,MAX_M1);
 ya2= zeros(1,MAX_M1);
 yb1= zeros(1,MAX_M2);
 yb2= zeros(1,MAX_M2);
 yc1= zeros(1,MAX_M3);
 yc2= zeros(1,MAX_M3);
 tc0=1;
 ya1(tc0)=0.;
 ya2(tc0)=0.;
 yb1(tc0)=0.;
 yb2(tc0)=0.;
 yc1(tc0)=0.;
 yc2(tc0)=0.;
 y2tm(tc0)=0.;

 for loop=1:D_QTY
 for t0=1:int(LL(loop))

 tc0=tc0+1;

 for jl=MAX_M1:-1:2
  ya1(jl)=ya1(jl-1);
  ya2(jl)=ya2(jl-1);
 end
 for jl=MAX_M2:-1:2
  yb1(jl)=yb1(jl-1);
  yb2(jl)=yb2(jl-1);
 end
 for jl=MAX_M3:-1:2
  yc1(jl)=yc1(jl-1);
  yc2(jl)=yc2(jl-1);
 end

 ya1(1)= ((1. + rgz(tc0) ) / 2.) * yg(tc0) + rgz(tc0) * ya2(M1(loop));
 ya2(1)= -1. * r1z(loop) * ya1(M1(loop))  +  ( 1. - r1z(loop) ) * yb2(M2(loop));
 yb1(1)= ( 1 + r1z(loop) ) * ya1(M1(loop)) + r1z(loop) * yb2(M2(loop));
 yb2(1)= -1. * r2z(loop) * yb1(M2(loop))  +  ( 1. - r2z(loop) ) * yc2(M3(loop));
 yc1(1)= ( 1 + r2z(loop) ) * yb1(M2(loop)) + r2z(loop) * yc2(M3(loop));
 yc2(1)=  -1. * rl  * yc1(M3(loop));
 y2tm(tc0)= (1 + rl) * yc1(M3(loop));
 end  // t0
end  //loop
else   //Two Tubes Model
 disp('+++enter step 2  Two Tubes Model for Vocal Tract Calculation');
 // yt is output of Two Tubes Model for Vocal Tract
 M1= zeros(1, D_QTY);
 M2= zeros(1, D_QTY);
 y2tm= zeros(1,length0+1);
 for loop=1:D_QTY
 M1(loop)= int( tu1(loop) / ts ) + 1;
 M2(loop)= int( tu2(loop) / ts ) + 1;
 end
 MAX_M1=M1(1);
 MAX_M2=M2(1);
 for loop=1:D_QTY
 if M1(loop) > MAX_M1 then
   MAX_M1= M1(loop)
  end
 if M2(loop) > MAX_M2 then
   MAX_M2= M2(loop)
  end
 end
 ya1= zeros(1,MAX_M1);
 ya2= zeros(1,MAX_M1);
 yb1= zeros(1,MAX_M2);
 yb2= zeros(1,MAX_M2);

 tc0=1;
 ya1(tc0)=0.;
 ya2(tc0)=0.;
 yb1(tc0)=0.;
 yb2(tc0)=0.;
 y2tm(tc0)=0.;

 for loop=1:D_QTY
 for t0=1:int(LL(loop))

 tc0=tc0+1;

 for jl=MAX_M1:-1:2
  ya1(jl)=ya1(jl-1);
  ya2(jl)=ya2(jl-1);
 end
 for jl=MAX_M2:-1:2
  yb1(jl)=yb1(jl-1);
  yb2(jl)=yb2(jl-1);
 end

 ya1(1)= ((1. + rgz(tc0) ) / 2.) * yg(tc0) + rgz(tc0) * ya2(M1(loop));
 ya2(1)= -1. * r1z(loop) * ya1(M1(loop))  +  ( 1. - r1z(loop) ) * yb2(M2(loop));
 yb1(1)= ( 1 + r1z(loop) ) * ya1(M1(loop)) + r1z(loop) * yb2(M2(loop));
 yb2(1)=  -1. * rl  * yb1(M2(loop));
 y2tm(tc0)= (1 + rl) * yb1(M2(loop));
end  // t0
end  //loop
end  //End of Two Tubes model
//
disp('+++enter step 3  Output Sound Pressure for Two Tubes Model for Vocal Tract Calculation');
// At first, low pass filter's coefficients
 wcz=2. * %pi * fc;
 al1= -1. * %e^( -1. * wcz * ts);
 bl0= wcz * ts;
 wc_org=wcz;
 wc_new=2. * %pi * fc;
 alfa=-1. *  cos( (wc_org + wc_new) * ts /2. ) / cos( (wc_org - wc_new) * ts / 2. );
// high pass filter's coefficients
 bh0= bl0 / (1.0 -  al1 * alfa);
 bh1= alfa * bl0 / (1.0 -  al1 * alfa);
 ah1= (alfa - al1) / (1.0 -  al1 * alfa);
// IIR type high pass filter
 y3out= zeros(1,length0+1);
 LI1=2;
 LI2=2;
 ya1= zeros(1,LI1);
 yb1= zeros(1,LI2);
//loop
 for loop=1:length0
  ya1(LI1)=ya1(1);
  yb1(LI2)=yb1(1);

 ya1(1)=y2tm(loop);
 yb1(1)= bh0 * ya1(1) + bh1 * ya1(LI1) - ah1 * yb1(LI2);
 y3out(loop)=yb1(1);

 end   //loop

 disp('--- Waveform Generation finished.');
endfunction     // end ofmake_waveform()
//----------------------------------------------------------
function y3out_snd_play1()
// this sound doesnot work well on windows scilab-3.1.1 and linux scilab-3.1
// but, this sound works on windows scilab-4.1.2. But, linux scilab-4.1.2 doesnot!
sy3out=size(y3out);
y3outz=zeros(sy3out(2));
vm0=abs(y3out(1));
for v=1:sy3out(2)
  if abs(y3out(v)) > vm0 then
    vm0=abs(y3out(v));
  end
end
if vm0 > 0 then
 for v=1:sy3out(2)
  y3outz(v)= y3out(v) / vm0;
 end
end

if f_win == 1 then
if f412 == 1 then    // for windows scilab-4.1.2
 sound(y3outz' ,fs1,bit1);
else                 // for windows scilab-3.1.1
 if fs1 == 22050 then
  sound(y3outz,fs1,bit1);
  disp('This function may work, if luckily.');
 elseif fs1 == 44100 then    // down-sampling from 44100 to 22050
    wdatw2=zeros((sy3out(2)/2));
    for v=1:(sy3out(2)/2)
    wdatw2(v)=y3outz(2 * (v -1) +1);
    end
    disp('down-sampling from 44100 to 22050');
    sound(wdatw2,22050,bit1);
    disp('This function may work, if luckily.');
 else
  //sound(wdatw,fs1,bit1);
  disp('This function does not work.');
 end
end
else
 disp('If sound setting is good for scilab, this function maybe work.');
 if f412 == 1 then    // for scilab-4.1.2
  sound(y3outz' ,fs1,bit1);
 else                 // for scilab-3.1.1
  if f511== 1 then  // for windows scilab-5.1.1
         sound(wdat2',fs1,bit1);
  else
    if fs1 == 22050 then
     sound(y3outz,fs1,bit1);
     disp('This function may work, if luckily.');
    elseif fs1 == 44100 then    // down-sampling from 44100 to 22050
      wdatw2=zeros((sy3out(2)/2));
      for v=1:(sy3out(2)/2)
       wdatw2(v)=y3outz(2 * (v -1) +1);
      end
      disp('down-sampling from 44100 to 22050');
      sound(wdatw2,22050,bit1);
      disp('This function may work, if luckily.');
    else
     //sound(wdatw,fs1,bit1);
     disp('This function does not work.');
    end
   end
 end
end
endfunction
//---------------------------------------------------------


function y3out_snd_save1()
//
 wavefilename= input(' + enter file name for saved .wav file =>',["string"]);
//
sy3out=size(y3out);
y3outz=zeros(sy3out(2));
vm0=abs(y3out(1));
for v=1:sy3out(2)
  if abs(y3out(v)) > vm0 then
    vm0=abs(y3out(v));
  end
end
if vm0 > 0 then
 for v=1:sy3out(2)
  y3outz(v)= y3out(v) / vm0;
 end
end
//
if f412 == 1 then    // for windows scilab-4.1.2
 wavwrite(y3outz' ,fs1,bit1,wavefilename );
else                 // for windows scilab-3.1.1
 wavwrite(y3outz, fs1,bit1, wavefilename);
end

endfunction
//---------------------------------------------------------
function plot_waveform(disp0)
 wb0=xget('window');  // stack old window
 xset('window',disp0);   // create new windows
 clf();
 if f412 == 1 then
   plot(yg,'b'); 
   plot(y3out,'r');
   xtitle('generated wave by tubes model','Samples (Time)', 'Amplitude');
  legend('Glottal Volume Velocity','Sound Pressure',2);
 elseif f_win == 1 then
   plot(yg,'b'); 
   plot(y3out,'r');
   xtitle('generated wave by tubes model','Samples (Time)', 'Amplitude');
  legend('Glottal Volume Velocity','Sound Pressure',2);
 else
  ygs=size(yg);
  xzikur=[1:1:ygs(2)];
  //plot2d(xzikur,yg,style=[color("blue")]);
  plot2d(xzikur,y3out,style=[color("red")]);
  xtitle('generated wave by tubes model','Samples (Time)', 'Amplitude');
  //legend('Glottal Volume Velocity','Sound Pressure',2);
 end
 xset('window',wb0);   // push old windows
endfunction
//
//=================================================================
//
//   +MAIN (5)program starts
//    generation waveform
if T_DEMO==1 then
 [yg,y2tm,y3out]= make_waveform();
 plot_waveform(5);
end
//
//  -MAIN (5)program starts
//
//==============================================================++=
//
//
//F_DUMP=0;
//if F_DUMP == 1 then
//// r1m=[-0.9:0.1:0.9];
//// l1m=[-0.8:0.1:0.8];
// r1m=[-0.5:0.5:0.5];
// l1m=[-0.5:0.5:0.5];
// sr1m=size(r1m);
// sl1m=size(l1m);
// //
// for v1=1:sr1m(2)
//  for v2=1:sl1m(2)
//    noz= (r1m(v1)+1.0) * 100.;
//    noz= noz + (l1m(v2)+1.0) * 10000.;
//    wstr1=sprintf('./wavdat/%i.wav',noz);
//    wstr2=sprintf('./wavdat/%i.dat',noz);
//    disp( wstr1);
//    //
//    r1=r1m(v1);
//    l1=l1m(v2);
//    [yg_res1]=yg_resp(1024);
//    [ tube2_res1, L1, L2, L3, A1, A2, A3 ]= two_tubes2_resp();
//    [hpf_res1]=hpf_response(1024);
//    [overall_res1,db_2tube, phi_2tube ]=overall_response();
//    Wtubepropdat= wstr2;
//    save_2tube();
//    //
//    [yg,y2tm,y3out]= make_waveform();
//    Wy3out_filename=wstr1;
//    y3out_snd_save1();
//  end
// end
//end  // if F_DUMP == 1 then
//
//-----------------------------------------------------------------
//=================================================================
//
//  refrence:  db_fft1   ,portion of fft point fft_point1(=default value is 512)
//  tube output: db_2tube    ,portion of fft point 1024
//
//-----------------------------
// global
yg_res9=zeros(2,1);    // dummy set
hpf_res9=zeros(2,1);   // dummy set
wm8=ones(2,1);          // dummy set
tm8=ones(2,1);          // dummy set
x_init8=zeros(2,1);      // dummy set
xopt=zeros(2,1);        // dummy set
ym8=zeros(2,1);         // dummy set

ma0=['ttl_Length ' ; 'l1         ' ; 'r1         ' ; 'l2         ' ; 'r2         '];
//----------------------------------------------------------------
function [tm8, ym8, x_init8]=prepare8()
  [frq1,sfrq1,is1,ie1]=set_frq(fft_point1);
 // wm8=ones(sfrq1,1);
 ym8=zeros(sfrq1,1);
 tm8=zeros(sfrq1,1);
 for v=1:sfrq1
  tm8(v)= 2 * %pi * frq1(v);
  ym8(v)=db_fft1(v);
 end
 //.
 if  WT_QTY == 3 then
  // when 3 tube model serial
  x_init8=zeros(5,1);
  x_init8(1,1)=ttl_Length;
  x_init8(2,1)=l1;
  x_init8(3,1)=r1;
  x_init8(4,1)=l2;
  x_init8(5,1)=r2;
 else
  // when 2 tube model
  x_init8=zeros(3,1);
  x_init8(1,1)=ttl_Length;
  x_init8(2,1)=l1;
  x_init8(3,1)=r1;
 end
 disp(' + prepare8 done');
endfunction
//----------------------------------------------------------------
function [yg_res9, hpf_res9]=prepare9()
 yg_res9=yg_resp(fft_point1)';
 hpf_res9=hpf_response(fft_point1)';

 disp(' + prepare9 done'); 
endfunction
//-----------------------------------------------------------------
function [r1,r2,l1,l2,ttl_Length]=exchange8()  // set leastsq result as tube paras
  ttl_Length=xopt(1);
  l1=xopt(2);
  r1=xopt(3);
  if  WT_QTY == 3 then
   l2=xopt(4);
   r2=xopt(5);
  else
   l2=0;   // dummy set
   r2=0.8;  // dummy set
  end
endfunction
function [r1,r2,l1,l2,ttl_Length]=exchange9()  // set initial value as tube paras
  ttl_Length=x_init8(1);
  l1=x_init8(2);
  r1=x_init8(3);
  if WT_QTY == 3 then
   l2=x_init8(4);
   r2=x_init8(5);
  else
   l2=0;   // dummy set
   r2=0.8;  // dummy set
  end
endfunction
//-----------------------------------------------------------------
// y = tube2_resp9(tm8, x_init8)
//
// [frq1,sfrq1,is1,ie1]=set_frq(fft_point1);
// clf();
// subplot(211);
// gainplot(frq1,y,phi_fft1);
//
function y = tube2_resp9(xw, pa)  // when 2 tube model
   L2= ( 1. + pa(2)) * pa(1) / 2.;   // L2= ( 1. + l1 ) * ttl_Length / 2.;
   L1= pa(1) - L2;                   // L1= ttl_Length - L2;
   tu1=L1/c0;
   tu2=L2/c0;
   A2= ( 1. + pa(3)) * ttl_Area/ 2.; // A2= ( 1. + r1 ) * ttl_Area/ 2.;
   A1= ttl_Area - A2;
   yi  = 0.5 * ( 1 + rg ) * ( 1 + pa(3))  * ( 1 + rl ) * %e^( -1 * ( tu1 + tu2 ) .* xw * %i);
   yb =  1 + pa(3) * rg * %e^( -2 * tu1 .* xw * %i) + pa(3) * rl * %e^( -2 * tu2 .* xw * %i) + rl * rg * %e^( -2 * (tu1 + tu2) .* xw * %i);
   yc =  yg_res9 .* hpf_res9 .* ( yi ./ yb) ;
   y = 20. * log10(abs(yc));
endfunction
//--------------------------------
// y = tube3_resp9(tm8, x_init8)
//
// [frq1,sfrq1,is1,ie1]=set_frq(fft_point1);
// clf();
// subplot(211);
// gainplot(frq1,y,phi_fft1);
function y = tube3_resp9(xw, pa)  // when 3 tube model serial
  bunbo= pa(2) * pa(4) + ( pa(2) - pa(4) ) + 3.0;  // bunbo= l1 * l2 + ( l1 - l2 ) + 3.0;
  L1= pa(1) * ( pa(4) - 1.0 ) * (pa(2) - 1.0 ) / bunbo ; // L1= ttl_Length * ( l2 - 1.0 ) * (l1 - 1.0 ) / bunbo ;
  L2= pa(1) * ( pa(4) - 1.0 ) * ( -1.0 * pa(2) - 1.0 ) / bunbo ; // L2= ttl_Length * ( l2 - 1.0 ) * ( -1.0 * l1 - 1.0 ) / bunbo ;
  L3= pa(1) * ( pa(4) + 1.0 ) * (pa(2) + 1.0 ) / bunbo ; // L3= ttl_Length * ( l2 + 1.0 ) * (l1 + 1.0 ) / bunbo ;
  tu1=L1/c0;
  tu2=L2/c0;
  tu3=L3/c0;
  bunbo= pa(3) * pa(5) + ( pa(3) - pa(5) ) + 3.0; // bunbo= r1 * r2 + ( r1 - r2 ) + 3.0;
  A1= ttl_Area * ( pa(5) - 1.0 ) * (pa(3) - 1.0 ) / bunbo ; // A1= ttl_Area * ( r2 - 1.0 ) * (r1 - 1.0 ) / bunbo ;
  A2= ttl_Area * ( pa(5) - 1.0 ) * ( -1.0 * pa(3) - 1.0 ) / bunbo ; // A2= ttl_Area * ( r2 - 1.0 ) * ( -1.0 * r1 - 1.0 ) / bunbo ;
  A3= ttl_Area * ( pa(5) + 1.0 ) * (pa(3) + 1.0 ) / bunbo ; // A3= ttl_Area * ( r2 + 1.0 ) * (r1 + 1.0 ) / bunbo ;

   yi  = 0.5 * ( 1. + rg ) * ( 1. + pa(3)) * ( 1. + pa(5)) * ( 1. + rl ) * %e^( -1. * ( tu1 + tu2  + tu3) .* xw * %i);
   yb =  1 + rg * pa(3) * %e^( -2 * tu1 .* xw * %i) + pa(3) * pa(5) * %e^( -2 * tu2 .* xw * %i) + pa(5) * rl * %e^( -2 * tu3 .* xw * %i);
   yb = yb + rg * pa(5) * %e^( -2 * (tu1 + tu2) .* xw * %i) + pa(3) * rl * %e^( -2 * (tu2 + tu3) .* xw * %i);
   yb = yb + rg * pa(3) * pa(5) * rl *  %e^( -2 * (tu1 + tu3) .* xw * %i);
   yb = yb + rg * rl *  %e^( -2 * (tu1 + tu2 + tu3) .* xw * %i);
   yc =  yg_res9 .* hpf_res9 .* ( yi ./ yb) ;
   y = 20. * log10(abs(yc));


endfunction
//-----------------------------------------------------------------
//  e=myfun(x_init8, tm8, ym8, wm8) 
function e = myfun(x, tm, ym, wm)   // when 2 tube model
e = wm .*( tube2_resp9(tm, x) - ym )
endfunction
function e = myfun2(x, tm, ym, wm)   // when 3 tube model serial
e = wm .*( tube3_resp9(tm, x) - ym )
endfunction
//-----------------------------------------------------------------
function [fopt,xopt, grdopt]=leastsq_main1()
  //
  // check weight
  a=0.;
  s0=size(wm8);
  wm8c=ones(s0(1),1);
  for v=1:s0(1)
    a=a+abs( wm8(v));
  end
  if a == 0. then
   disp('+WARNING: set weight as all 1, because wm8 are all 0');
  else
   for v=1:s0(1)
     wm8c(v)=wm8(v);
   end
  end


  // 1- the simplest call
  if  WT_QTY == 3 then
   // when 3 tube model serial
   [fopt,xopt, grdopt] = leastsq(list(myfun2,tm8,ym8,wm8c),x_init8);
  else
   // when 2 tube model
   [fopt,xopt, grdopt] = leastsq(list(myfun,tm8,ym8,wm8c),x_init8);
  end
  //... call
  s0=size(xopt);
  s0s=s0(1);
  disp( 'initial value -> result value');
  for v=1:s0s
    wstr1=sprintf('%f',xopt(v));
    wstr2=sprintf('%f',x_init8(v));
    wstr3='  ' + ma0(v) + wstr2 + ' -> ' + wstr1;
    disp(wstr3);
  end
  disp(' ');

endfunction
//-----------------------+++ ---- ++ ------------------------------
function [wm8]=reset_wm8()
  [frq1,sfrq1,is1,ie1]=set_frq(fft_point1);
  wm8=zeros(sfrq1,1);
  // draw all 1
  disp('+set weight all 0');
endfunction
//----------------
function plot_wm8(disp0)
 wb0=xget('window');  // stack old window
 xset('window',disp0);   // create new windows
 [frq1,sfrq1,is1,ie1]=set_frq(0);
 clf();
 subplot(211);
 gainplot(frq1,db_fft1,phi_fft1);
 xtitle('frequency response of waveform selected by fft analysis');
  [frq1,sfrq1,is1,ie1]=set_frq(fft_point1);
 subplot(212);
 plot2d(frq1,wm8',style=[color("red")],logflag="ln",rect=[frq1(1),-1,frq1(sfrq1),2]);
 wstr0=' wmf: weight for leastsq evalution ';
 xtitle(wstr0);
 xset('window',wb0);   // push old windows
endfunction
//----------------------------------------------------------------
function [wm8c]= set_wm8( arg1, arg2, arg3)
 [frq1,sfrq1,is1,ie1]=set_frq(fft_point1);
 wm8c=zeros(sfrq1,1);
 for v=1:sfrq1
  wm8c(v)=wm8(v);
 end
 for v=1:sfrq1
   if (frq1(v) >= arg1) & (frq1(v) <= arg2) then
     wm8c(v)=arg3;
   end
 end
endfunction
//---------------------------------------------
function [wm8c]= edit_wm8()
 txt1=['from (frequency)';'to (frequency)';'weight value'];
 sp1=0.;
 ep1=0.;
 vl0=1.;
 wstr1=sprintf('%f',sp1);
 wstr2=sprintf('%f',ep1);
 wstr3=sprintf('%f',vl0);
 sig1=x_mdialog('Set weight value',txt1, [wstr1 ; wstr2  ; wstr3]);
 if sig1==[] then
  arg1=evstr(wstr1);
  arg2=evstr(wstr2);
  arg3=evstr(wstr3);
 else
  arg1=evstr(sig1(1));
  arg2=evstr(sig1(2));
  arg3=evstr(sig1(3));
 end

 [wm8c]= set_wm8( arg1, arg2, arg3);

endfunction
//
//=================================================================
//
//   +MAIN (4)program starts
//    leastsq method to estimate tube model parameters
if T_DEMO==1 then
 
  disp(' ');
  disp('a trial of leastsq method to estimate tube model parameters using focuus weight.');
  disp(' ');

  // once set wm8 as all ones
  [wm8]=reset_wm8();

  if SEL_CODE == 1 then // a_sample
    [wm8]= set_wm8( 516.79688 ,1808.7891, 1.0 );
    [wm8]= set_wm8( 2153.3203 ,3703.7109, 1.0);
    plot_wm8(6);
  elseif SEL_CODE == 2 then // o_sample
    [wm8]= set_wm8( 172.26562, 1200. , 1.0 );
    [wm8]= set_wm8( 1894.9219, 3703.7109, 1.0);
    plot_wm8(6);
  else   // include SEL_CODE == 999
    plot_wm8(6);
    [wm8]= edit_wm8();
    plot_wm8(6);
    [wm8]= edit_wm8();
    plot_wm8(6);
  end

  [tm8, ym8, x_init8]=prepare8();
  [yg_res9, hpf_res9]=prepare9();
  [fopt,xopt, grdopt]=leastsq_main1();

  // set result value
  [r1,r2,l1,l2,ttl_Length]=exchange8();
  [yg_res1]=yg_resp(1024);
  [ tube2_res1, L1, L2, L3, A1, A2, A3 ]= two_tubes2_resp();
  [hpf_res1]=hpf_response(1024);
  [overall_res1,db_2tube, phi_2tube ]=overall_response();
  plot_2tube(4,1);
  // back to initial value
  [r1,r2,l1,l2,ttl_Length]=exchange9();
  [yg_res1]=yg_resp(1024);
  [ tube2_res1, L1, L2, L3, A1, A2, A3 ]= two_tubes2_resp();
  [hpf_res1]=hpf_response(1024);
  [overall_res1,db_2tube, phi_2tube ]=overall_response();

end
//
//  -MAIN (4)program starts
//
//==============================================================++=
//
//
//
//
//=======$======&==========================#=====================
//
//  Add menu buttons of which name are 'a_plotwav' and ''
//
ADD_MENU_PLOT=1;       // set ADD_MENU 1 to add menu button of some functions
//
//
if ADD_MENU_PLOT == 1 then
delmenu('step1_plotwav');
addmenu('step1_plotwav',[ '(0)read_wav' ; '(1)set_et_plot()'; 'reset_plot()'; 'load_wavprop()'; 'save_wavprop()']);
step1_plotwav=[ '[wavfile1,chs1,qty1,fs1,bit1,f412,SEL_CODE]=get_wavfile_pro(); disp_pro_wav(); [wdat1, size1]=read_one_ch_of_wav(wavfile1); sp1=1; ep1=size1; [ydat0,xziku0]=make_width_data( wdat1, size1);' ; '[sp1, ep1]= set_sp1_ep1(size1); [ydat1,xziku1]=make_width_data( wdat1, size1);  plot_wave1(0);' ; '[sp1, ep1]= reset_sp1_ep1(size1); [ydat1,xziku1]=make_width_data( wdat1, size1);' ; '[fs1,size1,bit1,wdat1,sp1,ep1,ydat0,ydat1,xziku0,xziku1]=load_wavprop(); plot_wave1(0)' ; 'save_wavprop()'] ;
end //if ADD_MENU_PLOT == 1 then
//
//-----------------------------------------------------------------
//
ADD_MENU_FFT=1;       // set ADD_MENU 1 to add menu button of some functions
//
//
if ADD_MENU_FFT == 1 then
delmenu('step2_fft');
addmenu('step2_fft',[ '(1)set points'; '(2)fft cal'; '(3)plot smooth, peak candinate' ; 'load_wfft()'; 'save_wfft()']);
step2_fft=[ '[fft_point1]=set_fft_points()' ; '[db_fft1, phi_fft1]=do_fft_wav(); plot_fft1(1)'; '[sn,swnd,sm1out,sm2out,npk,pklist]=smooth1(1); plot_fft_sm1(2)'  ;'[fft_point1,db_fft1,phi_fft1]=load_wfft(); plot_fft1(1)' ; 'save_wfft()'] ;
end //if ADD_MENU_FFT == 1 then
//
//-----------------------------------------------------------------
//
ADD_MENU_TUBE2=1;       // set ADD_MENU 1 to add menu button of some functions
//
//
if ADD_MENU_TUBE2 == 1 then
delmenu('step3_tubes');
addmenu('step3_tubes',[ '(1)set_tube_model()'; '(2)set_tube_initial_para()'; '(3)plot_tube_freq()'; 'plot_area(10)'; 'load_tube()'; 'save_tube()'; 'plot_tube_freq_l1_r1']);
step3_tubes=[ '[WT_QTY]= set_tube_model()' ; '[r1,r2,l1,l2,ttl_Length,fc,trise,tfall,tclosed]= set_2tube_para()'; '[yg_res1]=yg_resp(1024); [ tube2_res1, L1, L2, L3, A1, A2, A3 ]= two_tubes2_resp(); [hpf_res1]=hpf_response(1024); [overall_res1,db_2tube, phi_2tube ]=overall_response(); plot_2tube(3,0);' ; 'plot_area(10)'; '[L1,L2,L3,A1,A2,A3,ttl_Length,ttl_Area,l1,l2,rg,r1,r2,fc,trise,tfall,tclosed,yg_res1,tube2_res1,hpf_res1,overall_res1,db_2tube,phi_2tube,WT_QTY]=load_2tube(); plot_2tube(3,0);' ; 'save_2tube();' ; ' plot_2tube(3,3)'] ;
end //if ADD_MENU_TUBE2 == 1 then
//-----------------------------------------------------------------
//
ADD_MENU_LEASTSQURE=1;       // set ADD_MENU 1 to add menu button of some functions
//
//
if ADD_MENU_LEASTSQURE == 1 then
delmenu('step4_leastsq');
addmenu('step4_leastsq',[ '(0)set_weight_all_0' ; '(1)edit_plot_weight' ; '(2)do_leastsq' ; '(3)plot_freq' ; '(4)set_result_as_initial_para']);
step4_leastsq=['[wm8]=reset_wm8();' ; 'plot_wm8(6); [wm8]= edit_wm8(); plot_wm8(6);'; ' [tm8, ym8, x_init8]=prepare8(); [yg_res9, hpf_res9]=prepare9(); [fopt,xopt, grdopt]=leastsq_main1();' ; '[r1,r2,l1,l2,ttl_Length]=exchange8(); [yg_res1]=yg_resp(1024); [ tube2_res1, L1, L2, L3, A1, A2, A3 ]= two_tubes2_resp(); [hpf_res1]=hpf_response(1024); [overall_res1,db_2tube, phi_2tube ]=overall_response(); plot_2tube(4,1); [r1,r2,l1,l2,ttl_Length]=exchange9(); [yg_res1]=yg_resp(1024); [ tube2_res1, L1, L2, L3, A1, A2, A3 ]= two_tubes2_resp(); [hpf_res1]=hpf_response(1024); [overall_res1,db_2tube, phi_2tube ]=overall_response();';'[r1,r2,l1,l2,ttl_Length]=exchange8();'];
end
//
//-----------------------------------------------------------------
//
ADD_MENU_GEN=1;       // set ADD_MENU 1 to add menu button of some functions
//
//
if ADD_MENU_FFT == 1 then
delmenu('step5_generation');
if (f_win == 1) | (scilab_version_number >= 4) then
 addmenu('step5_generation',[ '(1)set_section_qty()' ; '(2)make_waveform()' ; 'plot_waveform()'; 'y3out_snd_play1()'; 'y3out_snd_save1()' ]);
 step5_generation=[ '[N_REPEAT]= set_section_qty()'; '[yg,y2tm,y3out]= make_waveform();' ; 'plot_waveform(5)'; 'y3out_snd_play1()'; 'y3out_snd_save1()'] ;
else
 addmenu('step5_generation',[ '(1)set_section_qty()' ; '(2)make_waveform()' ; 'plot_waveform()';  'y3out_snd_save1()' ]);
 step5_generation=[ '[N_REPEAT]= set_section_qty()'; '[yg,y2tm,y3out]= make_waveform();' ; 'plot_waveform(5)';  'y3out_snd_save1()'] ;
end
end //if ADD_MENU_GEN == 1 then
//
//
//-----------------------------------------------------------------
//
if f_win == 1 then
 ADD_MENU_SND=0; 
else
 ADD_MENU_SND=0;       // set ADD_MENU 1 to add menu button of some functions
end
//
//
if ADD_MENU_SND == 1 then
delmenu('sound_play');
addmenu('sound_play',[ 'snd_play1()' ; 'snd_save1()' ]);
sound_play=[ 'snd_play1()' ; 'snd_save1()' ] ;
end //if ADD_MENU_SND == 1 then
//
//==============================================================++=
//
//////addmenu('&go');   // only windows shortcut can  alt+()




No.5   2009年8月12日