function [localization_error,perceived_direction,desired_direction,x,y,x0] = ...
wierstorf2013(X,Y,phi,xs,src,L,varargin);
%WIERSTORF2013 estimate the localization within a WFS or stereo setup
% Usage: [...] = wierstorf2013(X,Y,phi,xs,src,L,method,...);
%
% Input parameters:
% X : range of the x-axis [xmin,xmax] or a single point x / m
% Y : range of the y-axis [ymin ymax] or a single point y / m
% phi : orientation of the listener in rad (0 is in the direction
% of the x-axis)
% xs : position of the point source in m / direction of the
% plane wave
% src : source type
% 'ps' for a point source
% 'pw' for a plane wave
% L : length/diameter of the loudspeaker array
% method : reproduction setup
% 'wfs' for wave field synthesis
% 'setreo' for stereophony
%
% Output parameters:
% localization_error : deviation from the desired direction, defined as
% perceived_direction - desired_direction / degree
% perceived_direction : the direction of arrival the binaural model has
% estimated for our given setup / degree
% desired_direction : the desired direction of arrival indicated by the
% source position xs / degree
% x : corresponding x-axis
% y : corresponding y-axis
% x0 : position and directions of the loudspeakers in the
% form n x 7, where n is the number of loudspeakers
%
% WIERSTORF2013(X,Y,phi,xs,src,L,method) calculates the localization
% error for the defined wave field synthesis or stereophony setup. The
% localization error is defined here as the difference between the perceived
% direction as predicted by the dietz2011 binaural model and the desired
% direction given by xs. The loudspeaker setup for the desired reproduction
% method is simulated via HRTFs which are than convolved with white noise
% which is fed into the binaural model.
%
% The following parameters may be passed at the end of the line of
% input arguments:
%
% 'resolution',resolution
% Resolution of the points in the listening
% area. Number of points is resoluation x resolution. If
% only one point in the listening area is given via single
% values for X and Y, the resolution is automatically set
% to 1.
%
% 'nls',nls Number of loudspeaker of your WFS setup.
% Default value is 2.
%
% 'array',array Array type to use, could be 'linear' or 'circle'.
% Default value is 'linear'.
%
% 'hrtf',hrtf HRTF database in SOFA format.
% Default HRTF set is the 3m one from TU-Berlin measured
% with the KEMAR.
%
% 'lookup',lookup Lookup table to map ITD values to angles. This can be
% created by the itd2angle_lookuptable function. Default
% value is the lookup table itd2angle_lookuptable.mat that comes with AMT.
%
%
% For the simulation of the wave field synthesis or stereophony setup this
% functions depends on the Sound-Field-Synthesis Toolbox, which is available
% here: http://github.com/sfstoolbox/sfs. It runs under Matlab and Octave. The
% revision used to generate the figures in the corresponding paper was
% a8914700a4. This one uses a newer version (>=2.4), but should return very
% similar results.
%
% See also: wierstorf2013_estimateazimuth, dietz2011, itd2angle
%
% References:
% M. Dietz, S. D. Ewert, and V. Hohmann. Auditory model based direction
% estimation of concurrent speakers from binaural signals. Speech
% Communication, 53(5):592--605, 2011. [1]http ]
%
% H. Wierstorf, M. Geier, A. Raake, and S. Spors. A free database of
% head-related impulse response measurements in the horizontal plane with
% multiple distances. In Proceedings of the 130th Convention of the Audio
% Engineering Society, 2011.
%
% H. Wierstorf, A. Raake, and S. Spors. Binaural assessment of
% multi-channel reproduction. In J. Blauert, editor, The technology of
% binaural listening, chapter 10. Springer, Berlin--Heidelberg--New York
% NY, 2013.
%
% References
%
% 1. http://www.sciencedirect.com/science/article/pii/S016763931000097X
%
%
% Url: http://amtoolbox.sourceforge.net/amt-0.10.0/doc/models/wierstorf2013.php
% Copyright (C) 2009-2020 Piotr Majdak and the AMT team.
% This file is part of Auditory Modeling Toolbox (AMT) version 0.10.0
%
% This program is free software: you can redistribute it and/or modify
% it under the terms of the GNU General Public License as published by
% the Free Software Foundation, either version 3 of the License, or
% (at your option) any later version.
%
% This program is distributed in the hope that it will be useful,
% but WITHOUT ANY WARRANTY; without even the implied warranty of
% MERCHANTABILITY or FITNESS FOR A PARTICULAR PURPOSE. See the
% GNU General Public License for more details.
%
% You should have received a copy of the GNU General Public License
% along with this program. If not, see <http://www.gnu.org/licenses/>.
% AUTHOR: Hagen Wierstorf
% Copyright (c) 2013 Assessment of IP-based Applications
% Technische Universitaet Berlin
% Ernst-Reuter-Platz 7, 10587 Berlin, Germany
%% ===== Checking of input parameters and dependencies ===================
nargmin = 7;
nargmax = 17;
narginchk(nargmin,nargmax);
if length(xs)==2 xs = [xs 0]; end
definput.flags.method = {'stereo','wfs'};
definput.keyvals.array = 'linear';
definput.keyvals.nls = 2;
definput.keyvals.resolution = 21;
definput.keyvals.hrtf = [];
definput.keyvals.lookup = [];
definput.keyvals.showprogress = 1;
[flags,kv] = ...
ltfatarghelper({'resolution','nls','array','hrtf','lookup','showprogress'},definput,varargin);
array = kv.array;
resolution = kv.resolution;
number_of_speakers = kv.nls;
hrtf = kv.hrtf;
lookup = kv.lookup;
showprogress = kv.showprogress;
% Get SFS version
sfsver = strsplit(SFS_version,'.');
% Checking for the Sound-Field-Synthesis Toolbox
if ~exist('SFS_start') | sfsver{1}<2 | (sfsver{1}==2 && sfsver{2}<4)
error(['%s: you need to install the Sound-Field-Synthesis Toolbox.\n', ...
'You can download it at https://github.com/sfstoolbox/sfs.\n', ...
'You need version 2.4.0 or higher of the Toolbox.'], ...
upper(mfilename));
else
SFS_start;
end
% Check if we have only one position or if we have a whole listening area
if length(X)==1 && length(Y)==1
resolution = 1;
end
%% ===== Loading of additional data ======================================
% Load default 3m TU-Berlin KEMAR HRTF, see http://doi.org/10.5281/zenodo.55418
if isempty(hrtf)
hrtf = SOFAload(fullfile(SOFAdbPath, ...
'wierstorf2013', ...
'qu_kemar_anechoic_3m.sofa'));
end
% Get sampling rate from the HRTFs
fs = hrtf.Data.SamplingRate;
% Get lookup table for mapping of ITDs to azimuth angles
if isempty(lookup)
lookup = amt_load('wierstorf2013','itd2angle_lookuptable.mat');
end
%% ===== Configuration ===================================================
% The following settings are all for the Sound Field Synthesis Toolbox
conf = SFS_config;
conf.N = 4096;
conf.secondary_sources.geometry = array;
conf.secondary_sources.number = number_of_speakers;
conf.secondary_sources.size = L;
%% ===== Simulate the binaural ear signals ===============================
% Get loudspeaker positions
x0 = secondary_source_positions(conf);
% Calculate the stop frequency for the WFS pre-equalization filter
conf.wfs.hprefhigh = aliasing_frequency(x0,conf);
% Selection of loudspeakers for WFS
if flags.do_wfs && strcmpi('circle',array)
x0 = secondary_source_selection(x0,xs,src);
end
% Get a grid of the listening positions
conf.resolution = resolution; % TODO: is this needed?
x = linspace(X(1),X(end),resolution);
y = linspace(Y(1),Y(end),resolution);
% 700 ms white noise burst
sig_noise = sig_whitenoiseburst(fs);
for ii=1:length(x)
if showprogress
amt_disp([num2str(ii) ' of ' num2str(length(x))],'progress');
end
for jj=1:length(y)
X = [x(ii) y(jj) 0];
if strcmpi('circle',array) && norm(X)>L/2
desired_direction(ii,jj) = NaN;
perceived_direction(ii,jj) = NaN;
localization_error(ii,jj) = NaN;
else
desired_direction(ii,jj) = source_direction(X,phi,xs,src);
if flags.do_stereo
% Summation of two loudspeakers
ir1 = ir_point_source(X,phi,x0(1,1:3),hrtf,conf);
ir2 = ir_point_source(X,phi,x0(2,1:3),hrtf,conf);
ir = (ir1+ir2)/2;
else % WFS
conf.xref = X;
ir = ir_wfs(X,pi/2,xs,src,hrtf,conf);
end
% Convolve impulse response with noise burst
sig = auralize_ir(ir,sig_noise,1,conf);
% Estimate the perceived direction.
% This is done by calculating ITDs with the dietz2011 binaural model,
% which are then mapped to azimuth values with a lookup table
perceived_direction(ii,jj) = ...
wierstorf2013_estimateazimuth(sig, ...
lookup, ...
'dietz2011', ...
'no_spectral_weighting', ...
'remove_outlier');
localization_error(ii,jj) = ...
perceived_direction(ii,jj) - desired_direction(ii,jj);
end
end
end
end % of main function
%% ----- Subfunctions ----------------------------------------------------
function direction = source_direction(X,phi,xs,src)
if strcmp('pw',src)
[direction,~,~] = cart2sph(xs(1),xs(2),xs(3));
direction = (direction+phi)/pi*180;
elseif strcmp('ps',src)
x = xs-X;
[direction,~,~] = cart2sph(x(1),x(2),x(3));
direction = (direction-phi)/pi*180;
end
end