THE AUDITORY MODELING TOOLBOX
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EXP_BISCHOF2023
Experiments from Bischof et al. (2023)
Program code:
function [OUT_struct] = exp_bischof2023(varargin)
%EXP_BISCHOF2023 Experiments from Bischof et al. (2023)
% Usage: [OUT_struct] = exp_bischof2023(flags)
%
%
% Input parameters:
% flags : figure to be reproduced
%
% Output parameters:
% OUT_struct : structure with all predicted SNRs, BMLDs and
% better ear SNRs for the experiment reported in
% Bischof et al. (2023).
%
%
% EXP_BISCHOF2023 runs the model bischof2023 which computes the
% DYNamic Binaural Unmasking (DynBU) with
% binaural recordings of the original stimuli used in the detection
% experiment and returns the structure OUT_struct containing the model
% predictions and the experimental data for further analysis or
% plotting of the results.
%
%
% The following flags can be specified
%
% 'fig3' Reproduce Fig.3:
% Medians and quartiles of the measured binaural detection
% thresholds of a reverberant harmonic complex tone for
% different truncations of the room impule response in the
% presence of an anechoic bandpass noise with 60 dB SPL from
% the front. Solid lines indicate thresholds for a collocated
% target sound source at 0 deg, dashed lines for a target sound
% source at 60 deg. Data in blue correspond to measured
% thresholds with an absorption coefficient of 0.5, data in
% red for an absorption coefficient of 0.1.
%
% 'fig4' Reproduce Fig.4:
% Medians and quartiles of the measured binaural detection
% thresholds of a reverberant harmonic complex tone located
% at 0 deg for different time conditions of cut early
% reflections from the room impulse response in the presence
% of an anechoic bandpass noise with 60 dB SPL from the
% front. Data in blue correspond to measured thresholds with
% an absorption coefficient of 0.8, data in red for an
% absorption coefficient of 0.1.
%
% 'fig7' Reproduce Fig.7:
% Predictions of bischof2023 are shown with green squares
% connected with dashed lines along with measured thresholds
% reported in Figure 3 and Figure 4. The left column shows
% data for an absorpiton coefficient of 0.1, the right column
% for an absorption coefficient of 0.5 respectively. The
% first row refers to data with a collocated target and noise
% at 0 deg, the second row for a target at 60 deg and a noise
% masker at 0 deg, both for different truncations of the room
% impule response. The thirs row refers to data with a
% collocated target and noise at 0 deg for different time
% conditions of cut early reflections from the room impulse
% response.
%
% 'fig8' Reproduce Fig.8:
% Contributions of better-ear SNR (dark green shaded area)
% and BMLD (light green shaded area) to the overall
% predicted binaural benefit using bischof2023. The overall
% prediction is ploted as detection benefit for all different
% experimental conditions shown in Figure 7. The division of
% the individual panels corresponds to that in Figure 7.
%
%
% Examples:
% ---------
%
% To display Fig.3 use :
%
% exp_bischof2023('fig3');
%
% To display Fig.4 use :
%
% exp_bischof2023('fig4');
%
% To display Fig.7 use :
%
% exp_bischof2023('fig7');
%
% To display Fig.8 use :
%
% exp_bischof2023('fig8');
%
% See also: bischof2023_filterbank data_bischof2023
% bischof2023
%
%
% References:
% N. Bischof, P. Aublin, and B. Seeber. Fast processing models effects of
% reflections on binaural unmasking. Acta Acustica, 2023.
%
%
% Url: http://amtoolbox.org/amt-1.6.0/doc/experiments/exp_bischof2023.php
% #Author: Norbert F. Bischof (2023)
% #Author: Pierre G. Aublin
% #Author: Bernhard Seeber (2023)
% #Author: Joonas Guevaera (2023)
% This file is licensed unter the GNU General Public License (GPL) either
% version 3 of the license, or any later version as published by the Free Software
% Foundation. Details of the GPLv3 can be found in the AMT directory "licences" and
% at <https://www.gnu.org/licenses/gpl-3.0.html>.
% You can redistribute this file and/or modify it under the terms of the GPLv3.
% This file is distributed without any warranty; without even the implied warranty
% of merchantability or fitness for a particular purpose.
%% check input variables
definput.flags.type = {'missingflag','fig3','fig4','fig7', 'fig8'};
definput.flags.plot = {'plot','no_plot'};
[flags,~] = ltfatarghelper({},definput,varargin);
if flags.do_missingflag
flagnames=[sprintf('%s, ',definput.flags.type{2:end-2}),...
sprintf('%s or %s',definput.flags.type{end-1},definput.flags.type{end})];
error('%s: You must specify one of the following flags: %s.',upper(mfilename),flagnames);
end
%if nargin < 1; do_plot = 0; end
%% load experimental data for Bischof et al. 2023 if not yet in workspace
if ~exist('expdata','var') == 1
[expdata,fs] = data_bischof2023;
end
%% define additional variables for the experiment in Bischof et al 2023
interf_length = length(expdata.bischof2023_interf); % overall length of interferer signal
target_length = length(expdata.bischof2023_target_cell{1}); % overall length of recorded target signal
% define start sample index for time centered target signal
start_sample = ceil((interf_length - target_length)/2);
interf_sig = expdata.bischof2023_interf(start_sample+1:start_sample+target_length,:);
%% Define Model parameters for bischof2023
Model_params.fs = fs; % sampling frequency
Model_params.f_range = [300,770]; % frequency range to be evaluated
Model_params.Bark_ord = 4; % filter order for gammatone filters
Model_params.Bark_len = 512; % filter length for gammatone filters
Model_params.t_st = 0.012; % short time analysis window in sec
Model_params.t_SLUGGint = 0.225; % time constant for sluggishness integration in sec
Model_params.t_INTint = 0.09; % time constant for intensity integration in sec
%% run bischof2023
% initialize output variables
OUT_struct.pred_SNR_fast_bischof2023 = zeros(size(expdata.bischof2023_target_cell));
OUT_struct.pred_BMLD_fast_bischof2023 = zeros(size(OUT_struct.pred_SNR_fast_bischof2023));
OUT_struct.pred_BE_fast_bischof2023 = zeros(size(OUT_struct.pred_SNR_fast_bischof2023));
% run bischof2023 for all target signals
for ii = 1:numel(expdata.bischof2023_target_cell)
target_sig = expdata.bischof2023_target_cell{ii};
[OUT_struct.pred_SNR_fast_bischof2023(ii),...
OUT_struct.pred_BMLD_fast_bischof2023(ii),...
OUT_struct.pred_BE_fast_bischof2023(ii)] = bischof2023(target_sig,...
interf_sig,...
Model_params);
end
%% add expdata to OUT_struct
OUT_struct.expdata = expdata;
RESULTS_struct = OUT_struct;
expdata = RESULTS_struct.expdata;
RESULTS_struct = rmfield(RESULTS_struct,'expdata');
reflection_win = expdata.bischof2023_reflection_win;
L_interf = expdata.bischof2023_interf_level;
%% do plot
if flags.do_plot
FontName = 'Arial'; FontSize = 10;
LineWidth = 2; MarkerSize = 6;
e = 2e-3; % Epsilon
%plot_bischof2023(OUT_struct, flags);
%% %%%%%%%%%%%%% reproduce Figure 3 for Bischof et al. 2023 %%%%%%%%%%%%%%%%
if flags.do_fig3
% Sizes in cm for full figure, including axes etc
fig_x = 0; fig_y = 0;
fig_w = 8;
fig_h = 8;
% Define sizes for plots and spaces around (more or less arbitrary, since
% the sum of all spaces needed will be normalized -> Only the ratios
% between values are important here.
x_left = 0.1; x_plot = 0.5; x_right = 0.01;
y_top = 0.05; y_plot = 1; y_bottom = 0.17;
% Normalize to 1 - adapt this to the plot configurations you want
x_tot = x_left + x_plot + x_right;
x_left = x_left/x_tot; x_plot = x_plot/x_tot;
y_tot = y_top + y_plot + y_bottom;
y_plot = y_plot/y_tot; y_bottom = y_bottom/y_tot;
FIG.fig3 = figure('NumberTitle','off','Name','Bischof et al. (2023) Figure 3','MenuBar','none','Toolbar','none',...
'Units','centimeters','InnerPosition',[fig_x, fig_y, fig_w, fig_h],'PaperSize',[fig_w,fig_h]);
%ax_big = axes('Units','normalized','Position',[0-e 0-e 1+e 1+e],'Visible','on','XTick',[],'YTick',[],'Color','none'); % Big axis for overall x and y labels
ax{1} = axes('Units','normalized','Position',[x_left y_bottom x_plot y_plot]);
%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%
x_alpha05_S0 = [14.4,19.2,43.22,72,144,240,480];
x_alpha01_S0 = [14.8,19.73,44.4,74,148,246,493];
x_alpha05_S60 = [15.2,20.3,45.6,76,152,253,507];
x_alpha01_S60 = [15.6,20.8,46.8,78,156,260,520];
plot([reflection_win(1) reflection_win(end)],[L_interf L_interf],...
'--','Color',[0.8,0.8,0.8],'LineWidth',LineWidth);
hold on;
plot_early_alpha01_S0 = errorbar(x_alpha01_S0,...
expdata.bischof2023_exp_MEDIAN(:,2),...
expdata.bischof2023_exp_QUART25(:,2),...
expdata.bischof2023_exp_QUART75(:,2),...
'-^','Color',[0.8,0,0],'LineWidth',LineWidth,'MarkerSize',MarkerSize);
plot_early_alpha01_S60 = errorbar(x_alpha01_S60,...
expdata.bischof2023_exp_MEDIAN(:,4),...
expdata.bischof2023_exp_QUART25(:,4),...
expdata.bischof2023_exp_QUART75(:,4),...
':^','Color',[0.8,0,0],'LineWidth',LineWidth,'MarkerSize',MarkerSize);
plot_early_alpha05_S0 = errorbar(x_alpha05_S0,...
expdata.bischof2023_exp_MEDIAN(:,1),...
expdata.bischof2023_exp_QUART25(:,1),...
expdata.bischof2023_exp_QUART75(:,1),...
'-o','Color',[0,0,0.8],'LineWidth',LineWidth,'MarkerSize',MarkerSize);
plot_early_alpha05_S60 = errorbar(x_alpha05_S60,...
expdata.bischof2023_exp_MEDIAN(:,3),...
expdata.bischof2023_exp_QUART25(:,3),...
expdata.bischof2023_exp_QUART75(:,3),...
':o','Color',[0,0,0.8],'LineWidth',LineWidth,'MarkerSize',MarkerSize);
legend([plot_early_alpha05_S0,plot_early_alpha01_S0,plot_early_alpha05_S60,plot_early_alpha01_S60],...
{'\alpha_{0.5}S_{0}','\alpha_{0.1}S_{0}','\alpha_{0.5}S_{60}','\alpha_{0.1}S_{60}'},...
'Position',[0.672525119941162,0.677433997675249,0.304820420514755,0.27528356263163]);
grid on;
xlabel('RIR truncation time (ms)','FontName',FontName,'FontSize',FontSize);
ylabel('Threshold of HCT in noise (dB SPL)','FontName',FontName,'FontSize',FontSize);
set(gca,'FontSize',FontSize,'FontName',FontName);
set(gca,'XLim',[12 600],'XTick',reflection_win,'XTickLabel',reflection_win);
set(gca,'YLim',[35,61],'YTick',35:5:60,'YTickLabel',35:5:60);
set(gca,'XScale','log');
end
%% %%%%%%%%%%%% reproduce Figure 4 for Bischof et al. 2023 %%%%%%%%%%%%%%%%
if flags.do_fig4
% Sizes in cm for full figure, including axes etc
fig_x = 0; fig_y = 0;
fig_w = 8;
fig_h = 8;
% Define sizes for plots and spaces around (more or less arbitrary, since
% the sum of all spaces needed will be normalized -> Only the ratios
% between values are important here.
x_left = 0.1; x_plot = 0.5; x_right = 0.01;
y_top = 0.05; y_plot = 1; y_bottom = 0.17;
% Normalize to 1 - adapt this to the plot configurations you want
x_tot = x_left + x_plot + x_right;
x_left = x_left/x_tot; x_plot = x_plot/x_tot;
y_tot = y_top + y_plot + y_bottom;
y_plot = y_plot/y_tot; y_bottom = y_bottom/y_tot;
FIG.fig4 = figure('NumberTitle','off','Name','Bischof et al. (2023) Figure 4','MenuBar','none','Toolbar','none',...
'Units','centimeters','InnerPosition',[fig_x, fig_y, fig_w, fig_h],'PaperSize',[fig_w,fig_h]);
ax{1} = axes('Units','normalized','Position',[x_left y_bottom x_plot y_plot]);
%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%
x_alpha05_S0 = [14.8,19.7,44.4,74,148,246,493];
x_alpha01_S0 = [15.2,20.3,45.6,76,152,253,506];
plot([reflection_win(1) reflection_win(end)],[L_interf L_interf],...
'--','Color',[0.8,0.8,0.8],'LineWidth',LineWidth);
hold on;
plot_late_alpha01_S0 = errorbar(x_alpha01_S0,...
expdata.bischof2023_exp_MEDIAN(:,6),...
expdata.bischof2023_exp_QUART25(:,6),...
expdata.bischof2023_exp_QUART75(:,6),...
'-^','Color',[0.8,0,0],'LineWidth',LineWidth,'MarkerSize',MarkerSize);
plot_late_alpha05_S0 = errorbar(x_alpha05_S0,...
expdata.bischof2023_exp_MEDIAN(:,5),...
expdata.bischof2023_exp_QUART25(:,5),...
expdata.bischof2023_exp_QUART75(:,5),...
'-o','Color',[0,0,0.8],'LineWidth',LineWidth,'MarkerSize',MarkerSize);
legend([plot_late_alpha05_S0,plot_late_alpha01_S0],...
{'\alpha_{0.5}S_{0}','\alpha_{0.1}S_{0}'},'Position',[0.17057937774746,0.809048274050716,0.28780718742111,0.143160381728427]);
grid on;
xlabel('RIR cutting time (ms)','FontName',FontName,'FontSize',FontSize);
ylabel('Threshold of HCT in noise (dB SPL)','FontName',FontName,'FontSize',FontSize);
set(gca,'FontSize',FontSize,'FontName',FontName);
set(gca,'XLim',[12 600],'XTick',reflection_win,'XTickLabel',reflection_win);
set(gca,'YLim',[35,61],'YTick',35:5:60,'YTickLabel',35:5:60);
set(gca,'XScale','log');
end
%% %%%%%%%%%%%% reproduce Figure 7 for Bischof et al. 2023 %%%%%%%%%%%%%%%%
if flags.do_fig7
% Sizes in cm for full figure, including axes etc
fig_x = 0; fig_y = 0;
fig_w = 16;
fig_h = 22;
% Define sizes for plots and spaces around (more or less arbitrary, since
% the sum of all spaces needed will be normalized -> Only the ratios
% between values are important here.
x_left = 0.1; x_space = 0.004; x_plot = 0.5; x_right = 0.01;
y_top = 0.1; y_space = 0.01; y_space2 = 0.25; y_plot = 1; y_bottom = 0.25;
% Normalize to 1 - adapt this to the plot configurations you want
x_tot = x_left + x_plot + x_space + x_plot + x_right;
x_left = x_left/x_tot; x_space = x_space/x_tot; x_plot = x_plot/x_tot;
y_tot = y_top + y_plot + y_space + y_plot + y_space2 + y_plot + y_bottom;
y_space = y_space/y_tot; y_space2 = y_space2/y_tot; y_plot = y_plot/y_tot; y_bottom = y_bottom/y_tot;
FIG.fig7 = figure('NumberTitle','off','Name','Bischof et al. (2023) Figure 7','MenuBar','none','Toolbar','none',...
'Units','centimeters','InnerPosition',[fig_x, fig_y, fig_w, fig_h],'PaperSize',[fig_w,fig_h]);
ax_big = axes('Units','normalized','Position',[0-e 0-e 1+e 1+e],'Visible','on','XTick',[],'YTick',[],'Color','none'); % Big axis for overall x and y labels
ax{1} = axes('Units','normalized','Position',[x_left y_bottom+(y_plot+y_space2+y_plot+y_space) x_plot y_plot]);
ax{2} = axes('Units','normalized','Position',[x_left+x_plot+x_space y_bottom+(y_plot+y_space2+y_plot+y_space) x_plot y_plot]);
ax{3} = axes('Units','normalized','Position',[x_left y_bottom+(y_plot+y_space2) x_plot y_plot]);
ax{4} = axes('Units','normalized','Position',[x_left+x_plot+x_space y_bottom+y_plot+y_space2 x_plot y_plot]);
ax{5} = axes('Units','normalized','Position',[x_left y_bottom x_plot y_plot]);
ax{6} = axes('Units','normalized','Position',[x_left+x_plot+x_space y_bottom x_plot y_plot]);
%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%
plot_data_fast = RESULTS_struct.pred_SNR_fast_bischof2023;
set(FIG.fig7,'CurrentAxes',ax{1})
plot([reflection_win(1) reflection_win(end)],[L_interf L_interf],...
'--','Color',[0.8,0.8,0.8],'LineWidth',LineWidth,'Parent',ax{1});
hold on;
plot_bmld_early_alpha01_S0 = errorbar(reflection_win,...
expdata.bischof2023_exp_MEDIAN(:,2),...
expdata.bischof2023_exp_QUART25(:,2),...
expdata.bischof2023_exp_QUART75(:,2),...
'-^','Color',[0.8,0,0],'LineWidth',LineWidth);
FAST = plot(reflection_win,...
L_interf-plot_data_fast(:,2),...
'-.s','Color',[0,142,44]./255,'LineWidth',LineWidth);
set(ax{1},'XScale','log',...
'XLim',[12 600],'XTick',reflection_win,'XTickLabel',[],...
'YLim',[30 64],'YTick',30:5:60,'YTickLabel',30:5:60,'FontSize',FontSize,'FontName',FontName);
grid on;
legend([plot_bmld_early_alpha01_S0,FAST],{'Exp. data','DynBU_{fast}'},'Location','southwest');
text(410,32,'a','HorizontalAlignment','left','Fontsize',12,'FontName','Arial','FontWeight','bold')
title('Room absorption coefficient \alpha_{0.1}');
%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%
set(FIG.fig7,'CurrentAxes',ax{2})
plot([reflection_win(1) reflection_win(end)],[L_interf L_interf],...
'--','Color',[0.8,0.8,0.8],'LineWidth',LineWidth);
hold on;
plot_bmld_early_alpha01_S0 = errorbar(reflection_win,...
expdata.bischof2023_exp_MEDIAN(:,1),...
expdata.bischof2023_exp_QUART25(:,1),...
expdata.bischof2023_exp_QUART75(:,1),...
'-o','Color',[0,0,0.8],'LineWidth',LineWidth);
plot_est_early_alpha05_S0_fast = plot(reflection_win,...
L_interf-plot_data_fast(:,1),...
'-.s','Color',[0,142,44]./255,'LineWidth',LineWidth);
set(ax{2},'XScale','log',...
'XLim',[12 600],'XTick',reflection_win,'XTickLabel',[],...
'YLim',[30 64],'YTick',30:5:60,'YTickLabel',[],'FontSize',FontSize,'FontName',FontName);
grid on;
% title('BMLD \alpha_{0.5} S_{0} early');
legend([plot_bmld_early_alpha01_S0,plot_est_early_alpha05_S0_fast],{'Exp. data','DynBU_{fast}'},'Location','southwest');
text(410,32,'b','HorizontalAlignment','left','Fontsize',12,'FontName','Arial','FontWeight','bold')
title('Room absorption coefficient \alpha_{0.5}');
%colororder({'k','k'})
text(15,63,'Target at 0 deg early reflections','HorizontalAlignment','center','VerticalAlignment','top','FontSize',10,'FontName','Arial','FontWeight','bold','BackgroundColor','w');
set(ax{2},'YLim',[30 64],'YTick',30:5:60,'YTickLabel',[],'FontSize',FontSize,'FontName',FontName);
%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%
set(FIG.fig7,'CurrentAxes',ax{3})
plot([reflection_win(1) reflection_win(end)],[L_interf L_interf],...
'--','Color',[0.8,0.8,0.8],'LineWidth',LineWidth);
hold on;
errorbar(reflection_win,...
expdata.bischof2023_exp_MEDIAN(:,4),...
expdata.bischof2023_exp_QUART25(:,4),...
expdata.bischof2023_exp_QUART75(:,4),...
'-^','Color',[0.8,0,0],'LineWidth',LineWidth);
plot(reflection_win,...
L_interf-plot_data_fast(:,4),...
'-.s','Color',[0,142,44]./255,'LineWidth',LineWidth);
set(ax{3},'XScale','log',...
'XLim',[12 600],'XTick',reflection_win,'XTickLabel',reflection_win,...
'YLim',[30 64],'YTick',30:5:60,'YTickLabel',30:5:60,'FontSize',FontSize,'FontName',FontName);
grid on;
text(410,32,'c','HorizontalAlignment','left','Fontsize',12,'FontName','Arial','FontWeight','bold')
%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%
set(FIG.fig7,'CurrentAxes',ax{4})
plot([reflection_win(1) reflection_win(end)],[L_interf L_interf],...
'--','Color',[0.8,0.8,0.8],'LineWidth',LineWidth);
hold on;
errorbar(reflection_win,...
expdata.bischof2023_exp_MEDIAN(:,3),...
expdata.bischof2023_exp_QUART25(:,3),...
expdata.bischof2023_exp_QUART75(:,3),...
'-o','Color',[0,0,0.8],'LineWidth',LineWidth);
plot(reflection_win,...
L_interf-plot_data_fast(:,3),...
'-.s','Color',[0,142,44]./255,'LineWidth',LineWidth);
set(ax{4},'XScale','log',...
'XLim',[12 600],'XTick',reflection_win,'XTickLabel',reflection_win,...
'YLim',[30 64],'YTick',30:5:60,'YTickLabel',[],'FontSize',FontSize,'FontName',FontName);
grid on;
text(410,32,'d','HorizontalAlignment','left','Fontsize',12,'FontName','Arial','FontWeight','bold')
text(15,63,'Target at 60 deg early reflections','HorizontalAlignment','center','VerticalAlignment','top','FontSize',10,'FontName','Arial','FontWeight','bold','BackgroundColor','w');
set(ax{4},'YLim',[30 64],'YTick',30:5:60,'YTickLabel',[],'FontSize',FontSize,'FontName',FontName);
text(12,26,'RIR truncation time (ms)','HorizontalAlignment','center','VerticalAlignment','top','FontSize',11,'FontName','Arial','FontWeight','normal','BackgroundColor','w');
%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%
set(FIG.fig7,'CurrentAxes',ax{5})
plot([reflection_win(1) reflection_win(end)],[L_interf L_interf],...
'--','Color',[0.8,0.8,0.8],'LineWidth',LineWidth);
hold on;
errorbar(reflection_win,...
expdata.bischof2023_exp_MEDIAN(:,6),...
expdata.bischof2023_exp_QUART25(:,6),...
expdata.bischof2023_exp_QUART75(:,6),...
'-^','Color',[0.8,0,0],'LineWidth',LineWidth);
plot(reflection_win,...
L_interf-plot_data_fast(:,6),...
'-.s','Color',[0,142,44]./255,'LineWidth',LineWidth);
set(ax{5},'XScale','log',...
'XLim',[12 600],'XTick',reflection_win,'XTickLabel',reflection_win,...
'YLim',[30 64],'YTick',30:5:60,'YTickLabel',30:5:60,'FontSize',FontSize,'FontName',FontName);
grid on;
text(410,32,'e','HorizontalAlignment','left','Fontsize',12,'FontName','Arial','FontWeight','bold')
%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%
set(FIG.fig7,'CurrentAxes',ax{6})
plot([reflection_win(1) reflection_win(end)],[60 60],...
'--','Color',[0.8,0.8,0.8],'LineWidth',LineWidth);
hold on;
errorbar(reflection_win,...
expdata.bischof2023_exp_MEDIAN(:,5),...
expdata.bischof2023_exp_QUART25(:,5),...
expdata.bischof2023_exp_QUART75(:,5),...
'-o','Color',[0,0,0.8],'LineWidth',LineWidth);
plot(reflection_win,...
L_interf-plot_data_fast(:,5),...
'-.s','Color',[0,142,44]./255,'LineWidth',LineWidth);
set(ax{6},'XScale','log',...
'XLim',[12 600],'XTick',reflection_win,'XTickLabel',{'',num2str(reflection_win(2)),num2str(reflection_win(3)),num2str(reflection_win(4)),num2str(reflection_win(5)),num2str(reflection_win(6)),num2str(reflection_win(7))},...
'YLim',[30 64],'YTick',30:5:60,'YTickLabel',[],'FontSize',FontSize,'FontName',FontName);
grid on;
text(410,32,'f','HorizontalAlignment','left','Fontsize',12,'FontName','Arial','FontWeight','bold')
text(15,63,'Target at 0 deg late reflections','HorizontalAlignment','center','VerticalAlignment','top','FontSize',10,'FontName','Arial','FontWeight','bold','BackgroundColor','w');
set(ax{6},'YLim',[30 64],'YTick',30:5:60,'YTickLabel',[],'FontSize',FontSize,'FontName',FontName);
text(12,26,'RIR cutting time (ms)','HorizontalAlignment','center','VerticalAlignment','top','FontSize',11,'FontName','Arial','FontWeight','normal','BackgroundColor','w');
%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%
set(FIG.fig7,'CurrentAxes',ax_big)
% Do the labels
ax_big.XLabel.String = [];
ax_big.XLabel.HorizontalAlignment = 'center'; ax_big.XLabel.VerticalAlignment = 'bottom';
ax_big.XLabel.Position(2) = 0.01; % Flush with the lower bound of the figure
ax_big.YLabel.String = 'Detection thresholds (dB SPL)';
ax_big.YLabel.HorizontalAlignment = 'center'; ax_big.YLabel.VerticalAlignment = 'top';
ax_big.YLabel.Position(1) = -0.0001; % Flush with the left bound of the figure
ax_big.FontSize = 10;
ax_big.FontName = FontName;
end
%% %%%%%%%%%%%%% reproduce Figure 8 for Bischof et al. 2023 %%%%%%%%%%%%%%%%
if flags.do_fig8
pred_BMLD_fast_0 = max(RESULTS_struct.pred_BMLD_fast_bischof2023,0);
%% plot Figure 7 Bischof et al. (2022)
% Sizes in cm for full figure, including axes etc
fig_x = 0; fig_y = 0;
fig_w = 16;
fig_h = 12;
% Define sizes for plots and spaces around (more or less arbitrary, since
% the sum of all spaces needed will be normalized -> Only the ratios
% between values are important here.
x_left = 0.1; x_space = 0.004; x_plot = 0.5; x_right = 0.01;
y_top = 0.2; y_space = 0.01; y_space2 = 0.35; y_plot = 1; y_bottom = 0.35;
% Normalize to 1 - adapt this to the plot configurations you want
x_tot = x_left + x_plot + x_space + x_plot + x_right;
x_left = x_left/x_tot; x_space = x_space/x_tot; x_plot = x_plot/x_tot;
y_tot = y_top + y_plot + y_space + y_plot + y_space2 + y_plot + y_bottom;
y_space = y_space/y_tot; y_space2 = y_space2/y_tot; y_plot = y_plot/y_tot; y_bottom = y_bottom/y_tot;
FIG.fig8 = figure('NumberTitle','off','Name','Bischof et al. (2022) Figure 8','MenuBar','none','Toolbar','none',...
'Units','centimeters','InnerPosition',[fig_x, fig_y, fig_w, fig_h],'PaperSize',[fig_w,fig_h]);
ax_big = axes('Units','normalized','Position',[0-e 0-e 1+e 1+e],'Visible','on','XTick',[],'YTick',[],'Color','none'); % Big axis for overall x and y labels
ax{1} = axes('Units','normalized','Position',[x_left y_bottom+(y_plot+y_space2+y_plot+y_space) x_plot y_plot]);
ax{2} = axes('Units','normalized','Position',[x_left+x_plot+x_space y_bottom+(y_plot+y_space2+y_plot+y_space) x_plot y_plot]);
ax{3} = axes('Units','normalized','Position',[x_left y_bottom+(y_plot+y_space2) x_plot y_plot]);
ax{4} = axes('Units','normalized','Position',[x_left+x_plot+x_space y_bottom+y_plot+y_space2 x_plot y_plot]);
ax{5} = axes('Units','normalized','Position',[x_left y_bottom x_plot y_plot]);
ax{6} = axes('Units','normalized','Position',[x_left+x_plot+x_space y_bottom x_plot y_plot]);
%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%
set(FIG.fig8,'CurrentAxes',ax{1})
plot([reflection_win(1) reflection_win(end)],[0 0],...
'--','Color','none','LineWidth',LineWidth,'Parent',ax{1});
hold on;
area_BetterEar_fast = fill([reflection_win(1) reflection_win(end) fliplr(reflection_win)],...
[0 0 fliplr(RESULTS_struct.pred_BE_fast_bischof2023(:,2)')],...
[0,142,44]./255);
area_BetterEar_fast.EdgeColor = 'none'; area_BetterEar_fast.FaceAlpha = 0.8;
area_BMLD_fast = fill([reflection_win fliplr(reflection_win)],...
[RESULTS_struct.pred_BE_fast_bischof2023(:,2)' fliplr(RESULTS_struct.pred_BE_fast_bischof2023(:,2)'+ pred_BMLD_fast_0(:,2)')],...
[0,142,44]./255);
area_BMLD_fast.EdgeColor = 'none'; area_BMLD_fast.FaceAlpha = 0.3;
FAST = plot(reflection_win,...
RESULTS_struct.pred_SNR_fast_bischof2023(:,2),...
'-s','Color',[0,0,0]./255,'LineWidth',LineWidth);
set(ax{1},'XScale','log',...
'XLim',[12 600],'XTick',reflection_win,'XTickLabel',[],...
'YLim',[0 40],'YTick',0:5:35,'YTickLabel',0:5:35,'FontSize',FontSize,'FontName',FontName);
grid on;
legend([FAST,area_BMLD_fast,area_BetterEar_fast],{'DynBU_{fast}','BMLD contribution','better-ear contribution'},'Position',[0.128344418245923,0.831434920760292,0.275283560378147,0.116813605618417]);
text(13.5,32.5,'a','HorizontalAlignment','left','Fontsize',12,'FontName','Arial','FontWeight','bold')
title('Room absorption coefficient \alpha_{0.1}','Position',[84.85335524290923,39.7,0]);
%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%
set(FIG.fig8,'CurrentAxes',ax{2})
plot([reflection_win(1) reflection_win(end)],[0 0],...
'--','Color','none','LineWidth',LineWidth);
hold on;
area_BetterEar_fast = fill([reflection_win(1) reflection_win(end) fliplr(reflection_win)],...
[0 0 fliplr(RESULTS_struct.pred_BE_fast_bischof2023(:,1)')],...
[0,142,44]./255);
area_BetterEar_fast.EdgeColor = 'none'; area_BetterEar_fast.FaceAlpha = 0.8;
area_BMLD_fast = fill([reflection_win fliplr(reflection_win)],...
[RESULTS_struct.pred_BE_fast_bischof2023(:,1)' fliplr(RESULTS_struct.pred_BE_fast_bischof2023(:,1)'+pred_BMLD_fast_0(:,1)')],...
[0,142,44]./255);
area_BMLD_fast.EdgeColor = 'none'; area_BMLD_fast.FaceAlpha = 0.3;
plot(reflection_win,...
RESULTS_struct.pred_SNR_fast_bischof2023(:,1),...
'-s','Color',[0,0,0]./255,'LineWidth',LineWidth);
set(ax{2},'XScale','log',...
'XLim',[12 600],'XTick',reflection_win,'XTickLabel',[],...
'YLim',[0 40],'YTick',0:5:35,'YTickLabel',[],'FontSize',FontSize,'FontName',FontName);
grid on;
% title('BMLD \alpha_{0.5} S_{0} early');
text(410,32.5,'b','HorizontalAlignment','left','Fontsize',12,'FontName','Arial','FontWeight','bold')
title('Room absorption coefficient \alpha_{0.5}','Position',[84.85335524290923,39.7,0]);
% colororder({'k','k'})
text(15,37,'Target at 0 deg early reflections','HorizontalAlignment','center','VerticalAlignment','top','FontSize',10,'FontName','Arial','FontWeight','bold','BackgroundColor','w');
%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%
set(FIG.fig8,'CurrentAxes',ax{3})
plot([reflection_win(1) reflection_win(end)],[0 0],...
'--','Color','none','LineWidth',LineWidth);
hold on;
area_BetterEar_fast = fill([reflection_win(1) reflection_win(end) fliplr(reflection_win)],...
[0 0 fliplr(RESULTS_struct.pred_BE_fast_bischof2023(:,4)')],...
[0,142,44]./255);
area_BetterEar_fast.EdgeColor = 'none'; area_BetterEar_fast.FaceAlpha = 0.8;
area_BMLD_fast = fill([reflection_win fliplr(reflection_win)],...
[RESULTS_struct.pred_BE_fast_bischof2023(:,4)' fliplr(RESULTS_struct.pred_BE_fast_bischof2023(:,4)'+pred_BMLD_fast_0(:,4)')],...
[0,142,44]./255);
area_BMLD_fast.EdgeColor = 'none'; area_BMLD_fast.FaceAlpha = 0.3;
plot(reflection_win,...
RESULTS_struct.pred_SNR_fast_bischof2023(:,4),...
'-s','Color',[0,0,0]./255,'LineWidth',LineWidth);
set(ax{3},'XScale','log',...
'XLim',[12 600],'XTick',reflection_win,'XTickLabel',reflection_win,...
'YLim',[0 40],'YTick',0:5:35,'YTickLabel',0:5:35,'FontSize',FontSize,'FontName',FontName);
grid on;
text(13.5,32.5,'c','HorizontalAlignment','left','Fontsize',12,'FontName','Arial','FontWeight','bold')
%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%
set(FIG.fig8,'CurrentAxes',ax{4})
plot([reflection_win(1) reflection_win(end)],[0 0],...
'--','Color','none','LineWidth',LineWidth);
hold on;
area_BetterEar_fast = fill([reflection_win(1) reflection_win(end) fliplr(reflection_win)],...
[0 0 fliplr(RESULTS_struct.pred_BE_fast_bischof2023(:,3)')],...
[0,142,44]./255);
area_BetterEar_fast.EdgeColor = 'none'; area_BetterEar_fast.FaceAlpha = 0.8;
area_BMLD_fast = fill([reflection_win fliplr(reflection_win)],...
[RESULTS_struct.pred_BE_fast_bischof2023(:,3)' fliplr(RESULTS_struct.pred_BE_fast_bischof2023(:,3)'+pred_BMLD_fast_0(:,3)')],...
[0,142,44]./255);
area_BMLD_fast.EdgeColor = 'none'; area_BMLD_fast.FaceAlpha = 0.3;
plot(reflection_win,...
RESULTS_struct.pred_SNR_fast_bischof2023(:,3),...
'-s','Color',[0,0,0]./255,'LineWidth',LineWidth);
set(ax{4},'XScale','log',...
'XLim',[12 600],'XTick',reflection_win,'XTickLabel',reflection_win,...
'YLim',[0 40],'YTick',0:5:35,'YTickLabel',[],'FontSize',FontSize,'FontName',FontName);
grid on;
text(410,32.5,'d','HorizontalAlignment','left','Fontsize',12,'FontName','Arial','FontWeight','bold')
text(15,37,'Target at 60 deg early reflections','HorizontalAlignment','center','VerticalAlignment','top','FontSize',10,'FontName','Arial','FontWeight','bold','BackgroundColor','w');
text(12,-8,'RIR truncation time (ms)','HorizontalAlignment','center','VerticalAlignment','top','FontSize',11,'FontName','Arial','FontWeight','normal','BackgroundColor','w');
%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%
set(FIG.fig8,'CurrentAxes',ax{5})
plot([reflection_win(1) reflection_win(end)],[0 0],...
'--','Color','none','LineWidth',LineWidth);
hold on;
area_BetterEar_fast = fill([reflection_win(1) reflection_win(end) fliplr(reflection_win)],...
[0 0 fliplr(RESULTS_struct.pred_BE_fast_bischof2023(:,6)')],...
[0,142,44]./255);
area_BetterEar_fast.EdgeColor = 'none'; area_BetterEar_fast.FaceAlpha = 0.8;
area_BMLD_fast = fill([reflection_win fliplr(reflection_win)],...
[RESULTS_struct.pred_BE_fast_bischof2023(:,6)' fliplr(RESULTS_struct.pred_BE_fast_bischof2023(:,6)'+pred_BMLD_fast_0(:,6)')],...
[0,142,44]./255);
area_BMLD_fast.EdgeColor = 'none'; area_BMLD_fast.FaceAlpha = 0.3;
plot(reflection_win,...
RESULTS_struct.pred_SNR_fast_bischof2023(:,6),...
'-s','Color',[0,0,0]./255,'LineWidth',LineWidth);
set(ax{5},'XScale','log',...
'XLim',[12 600],'XTick',reflection_win,'XTickLabel',reflection_win,...
'YLim',[0 40],'YTick',0:5:35,'YTickLabel',0:5:35,'FontSize',FontSize,'FontName',FontName);
grid on;
text(13.5,32.5,'e','HorizontalAlignment','left','Fontsize',12,'FontName','Arial','FontWeight','bold')
%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%
set(FIG.fig8,'CurrentAxes',ax{6})
plot([reflection_win(1) reflection_win(end)],[0 0],...
'--','Color','none','LineWidth',LineWidth);
hold on;
area_BetterEar_fast = fill([reflection_win(1) reflection_win(end) fliplr(reflection_win)],...
[0 0 fliplr(RESULTS_struct.pred_BE_fast_bischof2023(:,5)')],...
[0,142,44]./255);
area_BetterEar_fast.EdgeColor = 'none'; area_BetterEar_fast.FaceAlpha = 0.8;
area_BMLD_fast = fill([reflection_win fliplr(reflection_win)],...
[RESULTS_struct.pred_BE_fast_bischof2023(:,5)' fliplr(RESULTS_struct.pred_BE_fast_bischof2023(:,5)'+pred_BMLD_fast_0(:,5)')],...
[0,142,44]./255);
area_BMLD_fast.EdgeColor = 'none'; area_BMLD_fast.FaceAlpha = 0.3;
plot(reflection_win,...
RESULTS_struct.pred_SNR_fast_bischof2023(:,5),...
'-s','Color',[0,0,0]./255,'LineWidth',LineWidth);
set(ax{6},'XScale','log',...
'XLim',[12 600],'XTick',reflection_win,'XTickLabel',reflection_win,...
'YLim',[0 40],'YTick',0:5:35,'YTickLabel',[],'FontSize',FontSize,'FontName',FontName);
grid on;
text(410,32.5,'f','HorizontalAlignment','left','Fontsize',12,'FontName','Arial','FontWeight','bold')
text(15,37,'Target at 0 deg late reflections','HorizontalAlignment','center','VerticalAlignment','top','FontSize',10,'FontName','Arial','FontWeight','bold','BackgroundColor','w');
text(12,-8,'RIR cutting time (ms)','HorizontalAlignment','center','VerticalAlignment','top','FontSize',11,'FontName','Arial','FontWeight','normal','BackgroundColor','w');
%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%
set(FIG.fig8,'CurrentAxes',ax_big)
% Do the labels
ax_big.XLabel.String = [];
ax_big.XLabel.HorizontalAlignment = 'center'; ax_big.XLabel.VerticalAlignment = 'bottom';
ax_big.XLabel.Position(2) = 0.01; % Flush with the lower bound of the figure
ax_big.YLabel.String = 'Detection benefit (dB)';
ax_big.YLabel.HorizontalAlignment = 'center'; ax_big.YLabel.VerticalAlignment = 'top';
ax_big.YLabel.Position(1) = -0.0001; % Flush with the left bound of the figure
ax_big.FontSize = 10;
ax_big.FontName = FontName;
end
end
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