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📄 burg_s.m

📁 Features a unique program to estimate the power spectral density. The spectrum containing all signif
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function [rc,var,ASAcontrol] = burg_s(f,b,max_order,last)
%BURG_S Burg type AR estimator for multiple segments
%   [RC,VAR] = BURG_S(SIG_MTX,MAX_ORDER) estimates a single vector of AR-
%   reflectioncoefficients RC up to order MAX_ORDER, using data from 
%   multiple segments simultaneously. The data segments must be of equal 
%   length and arranged columnwise in SIG_MTX. VAR is the estimated 
%   variance based on all elements of SIG_MTX.
%   
%   RC = BURG_S(F,B,ADD_ORDER) estimates ADD_ORDER additional 
%   reflectioncoefficients from matrices of forward and backward 
%   residuals F and B, that have been internally used in a previous Burg 
%   estimation procedure.
%   
%   Since forward and backward residual vectors are internally assigned 
%   to the ASAglob variables 'ASAglob_final_f' and 'ASAglob_final_b', an 
%   appropriate F and B can be retrieved after the program has finished 
%   execution. This is most easily done by typing:
%     F = ASAglobretr('ASAglob_final_f');
%     B = ASAglobretr('ASAglob_final_b');
%   
%   BURG_S is an ARMASA main function.
%   
%   See also: BURG, ASAGLOB, ASAGLOBRETR.

%   References: S. de Waele and P. M. T. Broersen, The Burg Algorithm for
%               Segments, IEEE Transactions on Signal Processing,
%               vol. 48, no. 10, pp. 2876-2880, October 2000.
%               W. Wunderink, The Introduction of a Computationally
%               Efficient Burg Estimator Algorithm,
%               Tech. Report SSC-March00-1, Delft University of
%               Technology, Department of Applied Physics, Systems
%               Signals and Control Group, the Netherlands, March 2000.

%Header
%==============================================================================

%Declaration of variables
%------------------------

%Declare and assign values to local variables
%according to the input argument pattern
switch nargin
case 1 
   if isa(f,'struct'), ASAcontrol=f;
   else, error(ASAerr(39))
   end
   f=[]; b=[]; max_order=[];
case 2 
   if isa(b,'struct'), error(ASAerr(2,mfilename))
   end
   max_order=b; b=[]; ASAcontrol=[];
case 3 
   if isa(max_order,'struct'), ASAcontrol=max_order; max_order=b; b=[];
   else, ASAcontrol=[];
   end
case 4
   if isa(last,'struct'), ASAcontrol=last;
   else, error(ASAerr(39))
   end
otherwise
   error(ASAerr(1,mfilename))
end

state = 0;
if isequal(nargin,1) & ~isempty(ASAcontrol)
      %ASAcontrol is the only input argument
   ASAcontrol.error_chk = 0;
   ASAcontrol.run = 0;
elseif (isequal(nargin,3) & isempty(ASAcontrol)) | ...
      isequal(nargin,4) %f and b have been provided
      %as input arguments (empty b not excluded)
   state = 1;
end

%Declare ASAglob variables 
ASAglob = {'ASAglob_final_f';'ASAglob_final_b'};

%Assign values to ASAglob variables by screening the
%caller workspace
for ASAcounter = 1:length(ASAglob)
   ASAvar = ASAglob{ASAcounter};
   eval(['global ' ASAvar]);
   if evalin('caller',['exist(''' ASAvar ''',''var'')'])
      eval([ASAvar '=evalin(''caller'',ASAvar);']);
   else
      eval([ASAvar '=[];']);
   end
end

%ARMASA-function version information
%-----------------------------------

%This ARMASA-function is characterized by
%its current version,
ASAcontrol.is_version = [2000 12 30 20 0 0];
%and its compatability with versions down to,
ASAcontrol.comp_version = [2000 12 30 20 0 0];

%This function calls other functions of the ARMASA
%toolbox. The versions of these other functions must
%be greater than or equal to:
ASAcontrol.req_version.convolrev = [2000 12 6 12 17 20];

%Checks
%------

if ~any(strcmp(fieldnames(ASAcontrol),'error_chk')) | ASAcontrol.error_chk
      %Perform standard error checks
   %Input argument format checks
   ASAcontrol.error_chk = 1;
   if ~isnum(f)
      error(ASAerr(11,'f'))
   elseif isavector(f) & size(f,2)>1
      f = f(:);
      warning(ASAwarn(25,{'row';'f';'column'},ASAcontrol))
   elseif ~(length(size(f))==2)
      error(ASAerr(35,'f'))
   end
   if ~isavector(f)
      warning(ASAwarn(36,ASAcontrol))
   end
   if ~isempty(b)
      if ~isnum(b)
         error(ASAerr(11,'b'))
      elseif isavector(b) & size(b,2)>1
         b = b(:);
         warning(ASAwarn(25,{'row';'b';'column'},ASAcontrol))
      elseif ~(length(size(b))==2)
         error(ASAerr(35,'b'))
      end
   end
   if ~isnum(max_order) | ~isintscalar(max_order) | ...
         max_order<0
      error(ASAerr(17,'max_order'))
   end
   
   %Input argument value checks
   if ~isreal(f) | (~isempty(b) & ~isreal(b))
      error(ASAerr(13))
   end
   if isempty(b)
      if max_order>size(f,1)-1
         error(ASAerr(21))
      end
   elseif ~isequal(size(f),size(b))
      error(ASAerr(28,{'f','b'}))
   elseif max_order>size(f,1)-2
      error(ASAerr(29,'max_order'))
   end
end

if ~any(strcmp(fieldnames(ASAcontrol),'version_chk')) | ASAcontrol.version_chk
      %Perform version check
   ASAcontrol.version_chk = 1;
      
   %Make sure the requested version of this function
   %complies with its actual version
   ASAversionchk(ASAcontrol);
   
   %Make sure the requested versions of the called
   %functions comply with their actual versions
   convolrev(ASAcontrol);
end

if ~any(strcmp(fieldnames(ASAcontrol),'run')) | ASAcontrol.run
      %Run the computational kernel
   ASAcontrol.run = 1;
   ASAcontrol.version_chk = 0;
   ASAcontrol.error_chk = 0;
   
%Main   
%==========================================================================

[N,n] = size(f);
P = max_order;

if P>0
   %The protocol is tuned using Matlab R12,
   %but also works fine on R11.
   if ~isempty(b)
      P = P+1;
      protocol = [0 3 0;0 0 0;0 0 0;0 P 0];
   else   
      if N<128
         protocol = [0 3 0;0 0 0;0 0 0;0 P 0];
      elseif N<12000 %C_7 (& C_13)
         if P<(0.1+6.7e-006*N)*N %C_14 & S
            protocol = [0 1 0;0 0 0;0 0 0;0 P 0];
         else
            protocol = [0 3 0;0 0 0;0 0 0;0 P 0];
         end
      else
         if P<0.18*N %S
            protocol = [0 1 0;0 0 0;0 0 0;0 P 0];
         else
            protocol = [0 1 3 0;0 0 0 0;0 1 0 0;0 round(0.03*N) P 0]; %C_5
         end
      end
   end
else
   protocol = zeros(4,2);
end

p = 0;
p_max = 0;
i2 = 2;
while protocol(4,i2)~=0;
   p = protocol(4,i2)-protocol(4,i2-1);
   if p>p_max
      p_max = p;
   end
   i2 = i2+1;
end
i9 = 1;
i10 = 2;
if n>N
   i9 = 2;
   i10 = 1;
end

v = zeros(N+p_max,n,2);
a = zeros(N+p_max,n,2);
if isempty(b)
   v(1:N,:,2) = f;
   a(1+p_max:N+p_max,:,2) = f;
   if protocol(1,2)==3 | protocol(1,2)==0
      var = sum(sum(f(1:N,:).^2,i9),i10)/(n*N);
      den = 2*var*n*N;
   end
else
   v(1:N,:,2) = f;
   a(1+p_max:N+p_max,:,2) = b;
   den = sum(sum(f(1:N,:).^2+b(1:N,:).^2,i9),i10);
   var = [];
end

r1 = p_max+1;
v1 = [1 1];
v2 = [N N];
v3 = [N N];
a1 = [r1 r1];
a2 = [r1 r1];
a3 = [r1+N-1 r1+N-1];
rc = zeros(1,P+1);
i1 = 0;
i2 = 2;
i4 = 0;
c = 0;

while protocol(4,i2)~=0
   i1 = i1+1;
   p = protocol(4,i2);
   
   if protocol(1,i2)==3 %SP
      r2 = a2(1)+1;
      r3 = v2(1)-1;
      r4 = a2(2)+1;
      r5 = v2(2)-1;
      i5 = i1;
      for i1 = i1:p
         i5 = i5+1;
         if c, c0 = 2; c1 = 1;
         else c0 = 1; c1 = 2;
         end        
         v1(c0) = v1(c1)+1;
         a3(c0) = a3(c1)-1;
         v(v1(c0):v2(c0),:,c0) = v(v1(c0):v2(c1),:,c1)+...
            rc(i1)*a(r4:a3(c1),:,c1);
         a(a2(c0):a3(c0),:,c0) = a(a2(c1):a3(c0),:,c1)+...
            rc(i1)*v(v1(c1):r5,:,c1);
         den = (1-rc(i1)^2)*den-...
            sum((v(v1(c1),:,c1)+rc(i1)*a(a2(c1),:,c1)).^2)-...
            sum((a(a3(c1),:,c1)+rc(i1)*v(v2(c1),:,c1)).^2);
         rc(i5) = -2*sum(sum(v(v1(c0):v2(c0),:,c0).*...
            a(a2(c0):a3(c0),:,c0),i9),i10)/den;
         c = ~c;
      end
      v(v1(c1),:,c0) = v(v1(c1),:,c1)+rc(i1)*a(a2(c1),:,c1);
      a(a3(c1),:,c0) = a(a3(c1),:,c1)+rc(i1)*v(v2(c1),:,c1);
      
   elseif protocol(1,i2)==1 %ACC
      i13 = 2*p;
      i14 = p+1;
      i15 = 0;
      i16 = 0;
      i17 = 0;
      jj = zeros(2,i13);
      jjm_h = zeros(2,i14);
      jj_h = zeros(2,i14);
      jj(2,1) = 1;
      jjm_h(2,1) = 1;
      jj_h(2,2) = 1;
      for i4 = 1:n
         acov_x(:,i4) = convolrev(f(:,i4),p,ASAcontrol);
      end
      i1 = i1+1;
      var = sum(acov_x(1,:));
      den = (2*var-sum(v(v1(2),:,2).^2)-sum(a(a3(2),:,2).^2));
      rc(i1) = -2*sum(acov_x(2,:))/den;
      var = var/(n*N);
      v1(2) = v1(2)+1;
      a3(2) = a3(2)-1;
      t = 0;
      r5 = v1(2)+p-2;
      r6 = a3(2)-p+2;
      if protocol(3,i2)==1
         r11 = r5+1;
         r12 = r6-1;
         i33 = 0;
      else 
         r11 = v2(2)-p+2;
         r12 = a2(2)+p-2;
         i33 = 1;
      end
      r7 = v2(2)+1;
      r8 = a2(2)-1;
      r9 = v1(2);
      r10 = a3(2);
      r13 = r5-r9;
      r14 = r10-r6;
      r15 = r11-r9;
      r16 = r10-r12;
  
      for i1 = i1:p
         i13 = i1+1;
         i14 = i1-1;
         i15 = 2*i1-1;
         i16 = 2*i1-2;
         i17 = 2*i1-3;
         rc_h1 = rc(i1)^2;
         rc_h2 = 2*rc(i1);
         if c, c0 = 2; c1 = 1;
         else c0 = 1; c1 = 2;
         end        
         jj(c0,1:2) = jj(c1,1:2);
         jj(c0,3:i15) = jj(c1,3:i15)+rc_h1*jj(c1,i17:-1:1);
         jj(c0,i1:i16) = jj(c0,i1:i16)+rc_h2*jjm_h(c1,1:i14);
         jj(c0,2:i14) = jj(c0,2:i14)+rc_h2*jjm_h(c1,i14:-1:2);
         jjm_h(c0,1:i1) = rc(i1)*jj_h(c1,1:i1);
         jjm_h(c0,1:i14) = jjm_h(c0,1:i14)+(1+rc(i1)^2)*jjm_h(c1,1:i14);
         jj_h(c0,1:i13) = jj(c0,i13:-1:1);
         jj_h(c0,1:i14) = jj_h(c0,1:i14)+jj(c0,i13:i15);
         va_t(1,:) = jj(c0,1:i1)*acov_x(i13:-1:2,:);
         va_t(2,:) = jj(c0,i13:i15)*acov_x(1:i14,:);
         v1(c0) = v1(c1)+1; v3(c0) = v3(c1)+1;
         a1(c0) = a1(c1)-1; a3(c0) = a3(c1)-1;
         t = t+i33;
         v(r9:r5,:,c0) = v(r9:r5,:,c1)+...
            rc(i1)*a(a1(c1):a1(c1)+r13,:,c1);
         v(r11+t:v3(c1),:,c0) = v(r11+t:v3(c1),:,c1)+...
            rc(i1)*a(a1(c1)+r15+t:r10,:,c1);
         v(v3(c0),:,c0) = rc(i1)*f(N,:);
         a(r6:r10,:,c0) = a(r6:r10,:,c1)+...
            rc(i1)*v(v3(c1)-r14:v3(c1),:,c1);
         a(a1(c1):r12-t,:,c0) = a(a1(c1):r12-t,:,c1)+...
            rc(i1)*v(r9:v3(c1)-r16-t,:,c1);
         a(a1(c0),:,c0) = rc(i1)*f(1,:);            
         omega_va(c0) = sum(sum(v(r9:v1(c1),:,c0).*a(a1(c0):r8,:,c0)+...
            v(r7:v3(c0),:,c0).*a(a3(c1):r10,:,c0),1));
         den = den*(1-rc_h1)-sum(v(v1(c1),:,c0).^2)-sum(a(a3(c1),:,c0).^2);
         rc(i13) = -2*(sum(sum(va_t,2),1)-omega_va(c0))/den;
         c=~c;
      end
      i1 = p;
   end
   i2 = i2+1;
end

if state %f and b have been provided as input 
      %arguments (empty b not excluded)
      if isempty(b)
         rc = rc(2:end);
      else
         rc = rc(3:end);
      end
else
   rc(1) = 1;
end

i2 = i2-1;
ASAglob_final_f = [];
ASAglob_final_b = [];
if protocol(3,i2)==1 | protocol(1,i2)==3
   ASAglob_final_f = v(v1(c1):v2(c0),:,c0);
   ASAglob_final_b = a(a2(c0):a3(c1),:,c0);
elseif isequal(P,0)
   ASAglob_final_f = f;
end

%Footer
%=====================================================

else %Skip the computational kernel
   %Return ASAcontrol as the first output argument
   if nargout>1
      warning(ASAwarn(9,mfilename,ASAcontrol))
   end
   rc = ASAcontrol;
   ASAcontrol = [];
end

%Program history
%======================================================================
%
% Version                Programmer(s)          E-mail address
% -------                -------------          --------------
% former version         S. de Waele            waele@tn.tudelft.nl
% [2000 12 30 20 0 0]    W. Wunderink           wwunderink01@freeler.nl

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