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Copy pathMultipulse_locs3.m
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Multipulse_locs3.m
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function [SW_click_inds, SW_click_pks,d_P,f_P,E_ratio]=Multipulse_locs3(Y_zoom,ey_norm,locs,pks,F_ds,W_seg,MP_thresh,Plot_flag,fois,wind)
% locs=Locs; pks=Pks;
d_P=[];f_P=[]; MP_thresh_vals=zeros(1,length(locs));
SW_click_inds=[]; SW_click_pks=[]; d_P1=0; d_P0=[];f_P0=[]; f_P1=[];
Feature_ind=0; E_ratio=[]; IPI=[];
seg_ds=round(W_seg*F_ds);
locs_samples=locs*F_ds;
time=[0:1/F_ds:(1/F_ds)*(length(ey_norm)-1)];
for ind=1:length(locs)
Save_C=[];
Second_pulse=[];
if (locs_samples(ind)+seg_ds)<length(ey_norm)
Clicks_bank= ey_norm(int32(locs_samples(ind)-round(seg_ds)):int32(locs_samples(ind)+seg_ds)); % pick region of analysis
Y_bank= Y_zoom(int32(locs_samples(ind)-round(seg_ds)):int32(locs_samples(ind)+seg_ds));
else
Clicks_bank= ey_norm(int32(locs_samples(ind)-round(seg_ds)):int32(length(ey_norm))); % pick region of analysis
Y_bank= Y_zoom(int32(locs_samples(ind)-round(seg_ds)):int32(length(ey_norm))); % pick region of analysis
end
Clicks_bank=Clicks_bank/max(Clicks_bank);
Clicks_bank(1:15)=0; Clicks_bank(end-15:end)=0;
exit=0; limit=0.95; go=1;
while exit==0 && go<10
go=go+0.1;
[pks_zoom,locs_zoom] =findpeaks(Clicks_bank,F_ds,'MinPeakHeight',1e-3,'MinPeakDistance',0.2e-3*go*(1+rand(1))+1e-3); % Apply instantaneous energy detector (find peaks)
Main_peak=find(pks_zoom==1);
if length(Main_peak)==1
exit=1;
end
tmp = rand;
if tmp > limit
break
end
end
% figure; plot(time_C,Clicks_bank); hold on; plot(locs_zoom,pks_zoom,'x');
IPI_max=2*10e-3;
if ~isempty(Main_peak)
Lim_left=locs_zoom(Main_peak)-IPI_max;
Lim_right=locs_zoom(Main_peak)+IPI_max;
pks_zoom(locs_zoom<Lim_left)=0;
pks_zoom(locs_zoom>Lim_right)=0;
Lz=length(nonzeros(pks_zoom));
if Lz>1
[pk1,I1]=sort(pks_zoom);
tk1=locs_zoom(I1);
if Lz>2
RP=(pk1(end-1)-pk1(end-2))/pk1(end-1);
if abs(tk1(end-1)-tk1(end))>abs(tk1(end-2)-tk1(end))
Second_pulse=find(pks_zoom==pk1(end-1));
elseif RP<0.3
Second_pulse=find(pks_zoom==pk1(end-2));
else
Second_pulse=find(pks_zoom==pk1(end-1));
end
else
Second_pulse=find(pks_zoom==pk1(end-1));
end
W=abs(locs_zoom(Main_peak)-locs_zoom(Second_pulse));
if W>1.8e-3 && W<9e-3
W_size=W;
else
W_size=1.8e-3; %set min window size
end
else
locs_zoom=locs_zoom(find(pks_zoom~=0));
pks_zoom=nonzeros(pks_zoom);
W_size=1.8e-3;
end
if Lz>1
Make_order=sort([Main_peak Second_pulse]);
First_peak=Make_order(1);
Second_peak=Make_order(2);
Mask1=zeros(1,length(Clicks_bank)); Mask2=zeros(1,length(Clicks_bank));
Mask1(int32(locs_zoom(First_peak)*F_ds-10):int32(locs_zoom(First_peak)*F_ds+10))=1;
Mask2(int32(locs_zoom(Second_peak)*F_ds-10):int32(locs_zoom(Second_peak)*F_ds+10))=1;
Mask_signal=Mask1+Mask2;
Mask_noise=ones(1,length(Mask_signal))-Mask_signal;
UnMask_signal=Mask_signal.*Clicks_bank';
UnMask_noise=Mask_noise.*Clicks_bank';
UnMask_noise_filt=medfilt1(UnMask_noise,25);
Clicks_bank=UnMask_noise_filt+UnMask_signal;
window=round(F_ds*(W_size-0.3e-3));
if locs_zoom(First_peak)*F_ds-0.2*window>0
a1=int32(ceil(locs_zoom(First_peak)*F_ds-0.2*window));
else
a1=int32(1);
end
if locs_zoom(Second_peak)*F_ds+1.2*window<length(Clicks_bank)
a2=int32(locs_zoom(Second_peak)*F_ds+1.2*window);
else
a2=int32(length(Clicks_bank));
end
xxx=Clicks_bank(a1:a2);
Y_roi=Y_bank(a1:a2);
else
window=round(F_ds*(W_size-0.3e-3));
if locs_zoom*F_ds-0.5*window>0
a1=int32(locs_zoom*F_ds-0.5*window);
else
a1=int32(1);
end
if locs_zoom*F_ds+2*window<length(Clicks_bank)
a2=int32(locs_zoom*F_ds+2*window);
else
a2=int32(length(Clicks_bank));
end
xxx=Clicks_bank(a1:a2);
Y_roi=Y_bank(a1:a2);
end
[ey_zoom,~]=energyop(xxx,0);
check=length(xxx)-window-2;
if check>100
for n=1:(length(xxx)-window-2)
xn=ey_zoom(int32(n):int32(window+n));
[Tau_w, ~]=grpdelay(xn,F_ds);
Tau_filt= medfilt1(Tau_w,3);
PSF(n)=-mean(Tau_filt);
end
PSF_filt=lowpass(PSF,20,F_ds);
M=mean(PSF_filt);
PSF_filt2=PSF_filt+abs(M)*ones(1,length(M));
PSF_filt_norm=PSF_filt2/max(PSF_filt2);
if length(pk1)>3
IP_candidates=sort(tk1(end-3:end));
S=0; C_ind=0;
for n=1:length(IP_candidates)-1
for m=n+1:length(IP_candidates)
for l=m+1:length(IP_candidates)
S=S+1;
C(S,:)=[log((IP_candidates(l)-IP_candidates(m))/(IP_candidates(m)-IP_candidates(n))) n m l];
if abs(C(S,1))<0.17
C_ind=C_ind+1;
Triple_ind(C_ind,:)= [n m l];
Save_C(C_ind,:)=[abs(C(S,1)) C(S,2:end)];
end
end
end
end
if ~isempty(Save_C)
Feature_ind=Feature_ind+1;
%% Detection stage
ROI=PSF_filt_norm;
[pks_F,locs_F] =findpeaks(ROI,F_ds,'MinPeakHeight',MP_thresh,'MinPeakDistance',1e-3); % Apply instantaneous energy detector (find peaks)
if length(pks_F)>1
Order_pks=sort(pks_F);
locs_F_m=[locs_F(pks_F==Order_pks(end)) locs_F(pks_F==Order_pks(end-1))];
locs_F_m=sort(locs_F_m);
end
E_analysis=Y_bank;
ED = movmean(E_analysis.^2,75);
ED_norm=ED/max(ED);
[pks_ED,~] =findpeaks(ED_norm,F_ds,'MinPeakHeight',0.02,'MinPeakDistance',2e-3); % Apply instantaneous energy detector (find peaks)
Search=find(pks_ED==1);
Relevant_pks=pks_ED(Search:end);
Order_pks=sort(Relevant_pks);
Detector=length(pks_F);
if Detector>1
% Feature_ind=Feature_ind+1;
if length(Relevant_pks)>1
E_ratio(Feature_ind)=Order_pks(end)/Order_pks(end-1);
else
E_ratio(Feature_ind)=0;
end
if F_ds*locs_F_m(1)-wind<1 && F_ds*locs_F_m(2)+wind<length(Y_roi)
P0=Y_roi(1:int32(F_ds*locs_F_m(1)+wind));
P1=Y_roi(int32(F_ds*locs_F_m(2)-wind):int32(F_ds*locs_F_m(2)+wind));
elseif F_ds*locs_F_m(1)-wind<1 && F_ds*locs_F_m(2)+wind>length(Y_roi)
P0=Y_roi; P1=Y_roi;
elseif F_ds*locs_F_m(1)+wind>length(Y_roi)
P0=Y_roi; P1=Y_roi;
elseif F_ds*locs_F_m(2)+wind>length(Y_roi)
P0=Y_roi(int32(F_ds*locs_F_m(1)-wind):int32(F_ds*locs_F_m(1)+wind));
P1=Y_roi(int32(F_ds*locs_F_m(2)-wind):end);
else
P0=Y_roi(int32(F_ds*locs_F_m(1)-wind):int32(F_ds*locs_F_m(1)+wind));
P1=Y_roi(int32(F_ds*locs_F_m(2)-wind):int32(F_ds*locs_F_m(2)+wind));
end
[d_P0(Feature_ind),f_P0(Feature_ind)]=superlets2(P0,F_ds,fois);
if ~isempty(P1)
[d_P1(Feature_ind),f_P1(Feature_ind)]=superlets(P1,F_ds,fois);
else
d_P1(Feature_ind)=0;
f_P1(Feature_ind)=0;
end
if d_P1(Feature_ind)==0 || f_P1(Feature_ind)==0
f_P(Feature_ind)=f_P0(Feature_ind);
d_P(Feature_ind)=d_P0(Feature_ind);
elseif f_P0(Feature_ind)>f_P1(Feature_ind)
f_P(Feature_ind)=f_P0(Feature_ind);
d_P(Feature_ind)=d_P0(Feature_ind);
else
f_P(Feature_ind)=f_P1(Feature_ind);
d_P(Feature_ind)=d_P1(Feature_ind);
end
SW_click_inds(Feature_ind)=locs(ind);
SW_click_pks(Feature_ind)=pks(ind);
end
end
end
end
end
end
if Plot_flag==1
subplot(4,1,3);
if ~isempty(SW_click_inds)
plot(time',ey_norm); hold on; plot(SW_click_inds,SW_click_pks,'co','Linewidth',2);
xlabel('time [sec]'); ylabel('TKEO'); title('Multipulse Detection'); ylim([0 1]);
end
end
end