No BSD License  

Highlights from
Automatic Spectral Analysis

from Automatic Spectral Analysis by Stijn de Waele
Automatic spectral analysis for irregular sampling/missing data, analysis of spectral subband.

moderr_e(varargin)
function [me,ASAcontrol] = moderr_e(varargin)
%MODERR_E Model error
%   ME = MODERR_E(AR_EST,MA_EST,AR_REF,MA_REF,N_OBS) is the model error
%   of an ARMA model estimated from N_OBS observations, with parameter 
%   vectors AR_EST and MA_EST, applied for modeling a reference process 
%   with ARMA parameters AR_REF and MA_REF. It is a measure for the 
%   accuracy of the estimated model. The lower the model error, the 
%   better is the model accuracy. For estimated models, its asymptotic 
%   minimum value equals the AR-order plus the MA-order of the reference 
%   process.
%   
%   MODERR_E is an ARMASA main function.

%   References: P. M. T. Broersen, The Quality of Models for ARMA
%               Processes, IEEE Transactions on Signal Processing,
%               Vol. 46, No. 6,, June 1998, pp. 1749-1752.

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

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

%Declare and assign values to local variables
%according to the input argument pattern
[ar_est,ma_est,ar_ref,ma_ref,n_obs,ASAcontrol]=ASAarg(varargin, ...
{'ar_est'   ;'ma_est'   ;'ar_ref'   ;'ma_ref'   ;'n_obs'    ;'ASAcontrol'}, ...
{'isnumeric';'isnumeric';'isnumeric';'isnumeric';'isnumeric';'isstruct'  }, ...
{'ar_est'   ;'ma_est'   ;'ar_ref'   ;'ma_ref'   ;'n_obs'                 });

if isequal(nargin,1) & ~isempty(ASAcontrol)
      %ASAcontrol is the only input argument
   ASAcontrol.error_chk = 0;
   ASAcontrol.run = 0;
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.convol_e = [2000 12 13 21 0 0];
ASAcontrol.req_version.arma2cor_e = [2000 12 30 20 0 0];

%Checks
%------

if ~isfield(ASAcontrol,'error_chk') | ASAcontrol.error_chk
      %Perform standard error checks
   %Input argument format checks
   ASAcontrol.error_chk = 1;
   if ~isnum(ar_est)
      error(ASAerr(11,'ar_est'))
   elseif ~isvector(ar_est)
      error(ASAerr(15,'ar_est'))
   elseif size(ar_est,1)>1
      ar_est = ar_est';
      warning(ASAwarn(25,{'column';'ar_est';'row'},ASAcontrol))         
   end
   if ~isnum(ma_est)
      error(ASAerr(11,'ma_est'))
   elseif ~isvector(ma_est)
      error(ASAerr(15,'ma_est'))
   elseif size(ma_est,1)>1
      ma_est = ma_est';
      warning(ASAwarn(25,{'column';'ma_est';'row'},ASAcontrol))         
   end
   if ~isnum(ar_ref)
      error(ASAerr(11,'ar_ref'))
   elseif ~isvector(ar_ref)
      error(ASAerr(15,'ar_ref'))
   elseif size(ar_ref,1)>1
      ar_ref = ar_ref';
      warning(ASAwarn(25,{'column';'ar_ref';'row'},ASAcontrol))         
   end
   if ~isnum(ma_ref)
      error(ASAerr(11,'ma_ref'))
   elseif ~isvector(ma_ref)
      error(ASAerr(15,'ma_ref'))
   elseif size(ma_ref,1)>1
      ma_ref = ma_ref';
      warning(ASAwarn(25,{'column';'ma_ref';'row'},ASAcontrol))         
   end
   if ~isnum(n_obs) | ~isintscalar(n_obs)
      error(ASAerr(17,'n_obs'))
   end

   %Input argument value checks
   if ~(isreal(ar_est) & isreal(ma_est) & ...
         isreal(ar_ref) & isreal(ma_ref))
      error(ASAerr(13))
   end
   if ar_est(1)~=1
      error(ASAerr(23,{'ar_est','parameter'}))
   end
   if ma_est(1)~=1
      error(ASAerr(23,{'ma_est','parameter'}))
   end
   if ar_ref(1)~=1
      error(ASAerr(23,{'ar_ref','parameter'}))
   end
   if ma_ref(1)~=1
      error(ASAerr(23,{'ma_ref','parameter'}))
   end
   if n_obs<1
      error(ASAerr(41,'n_obs'))
   end
end

if ~isfield(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
   arma2cor_e(ASAcontrol);
   convol_e(ASAcontrol);
end

if ~isfield(ASAcontrol,'run') | ASAcontrol.run
   ASAcontrol.run = 1;
end

if ASAcontrol.run %Run the computational kernel
   ASAcontrol.version_chk = 0;
   ASAcontrol.error_chk = 0;

%Main   
%=====================================================

%Determine the model error by evaluating the power
%gain of a modified ARMA model
[cor,gain] = arma2cor_e...
   (convol_e(ar_ref,ma_est,ASAcontrol),...
    convol_e(ar_est,ma_ref,ASAcontrol),0,ASAcontrol);
me = n_obs*(gain-1);
 
%Footer
%=====================================================

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

%Program history
%======================================================================
%
% Version                Programmer(s)          E-mail address
% -------                -------------          --------------
% former versions        P.M.T. Broersen        broersen@tn.tudelft.nl
% [2000 12 30 20 0 0]    W. Wunderink           wwunderink01@freeler.nl

Contact us at files@mathworks.com