THE AUDITORY MODELING TOOLBOX

Applies to version: 1.5.0

View the help

Go to function

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-1.5.0/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