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cwtdetection.m
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cwtdetection.m
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a=load('F:\examplejson.txt');
b = resample(a,500,446);
%[tm,sig]=rdsamp('E:\PHY\CCChallenge\set-a\1045434',[]);
coefs = cwt(b(:,1),38,'db3');
hi =b(:,1);
%mask
jidazhi = coefs(find(diff(sign(diff(coefs.*(coefs>0))))==-2)+1);
[counts,centers]=hist(jidazhi);
sum1 = 0;
for i =1:10
sum1 =sum1 + counts(i)*centers(i);
end
mcent = sum1/sum(counts);
for i =1:length(coefs)
if abs(coefs(i))>mcent;
mp(i)=1;
else
mp(i)=0;
end
end
s=ones(1,50);
fmg = enrosin( s,mp )+ones(1,length(mp));
vqrs=b(:,1).*fmg';
clear s
%QRS dection
diffmg = diff(fmg);
st = find(diffmg==1);
en = find(diffmg(st(1)+2:end)==-1)+st(1)+1;
lengthtouse = min(length(st),length(en));
fmginterval = en(1:lengthtouse)-st(1:lengthtouse);
Rpeak = [];
Qlocatins = [];
Slocatins = [];
Send = [];
Rs = [];
Re = [];
Qbegin = [];
for i = 1:lengthtouse
if en(i)-st(i) < 0.4*mean(fmginterval) || en(i)-st(i) < 80
for mj = st(i):en(i)+1
fmg(mj)=0;
end
st(i)=0;
en(i)=0;
continue;
end
tmparray = vqrs(st(i):en(i));
tmparraypos = tmparray.*(tmparray>0);
tmparrayneg = tmparray.*(tmparray<0);
[maxpos,posloc] = max(tmparraypos);
[mineg,negpoc] = min(tmparrayneg);
Rpeak =[Rpeak, posloc(length(posloc))+st(i)-1];
%记录检出R波区域的起点和终点
Rs = [Rs, st(i)];
Re = [Re, en(i)];
% tempq = vqrs(st(i):Rpeak(i));
distancesq = zeros(1,1);
for j = st(i):posloc(length(posloc))+st(i)-1
distancesq(j-st(i)+1) = dist([st(i),hi(st(i))],[posloc(length(posloc))+st(i)-1,hi(posloc(length(posloc))+st(i)-1)],[j,hi(j)]);
end
[maxValue,location] = max(distancesq);
Qlocatins = [Qlocatins,location(end)+st(i)-1];
Qbeginarray = coefs(st(i):location(end)+st(i)-1);
[minValues,minlocs] = min(Qbeginarray);
Qbegin = [Qbegin, st(i)+minlocs(end)-1];
distancesS = zeros(1,1);
for s = posloc(end)+st(i)-1:en(i)
distancesS(s-(posloc(end)+st(i)-1)+1) = dist([posloc(end)+st(i)-1,hi(posloc(length(posloc))+st(i)-1)],[en(i),hi(en(i))],[s,hi(s)]);
end
[maxValues,locationS] = max(distancesS);
tmps = hi( posloc(end)+st(i)-1:en(i));
jixiaozhilocs = find(diff(sign(diff(tmps)))==2)+1;
flags = xifiny(locationS(end),jixiaozhilocs);
if flags == 1
Slocatins =[Slocatins, locationS(end)+posloc(length(posloc))+st(i)-1-1];
Sendarray = coefs(locationS(end)+posloc(end)+st(i)-1-1:en(i));
%[minvaluesofS,minlocofs] = min(Sendarray);
%Send =[Send,minlocofs(end)+locationS(length(locationS))+posloc(length(posloc))+st(i)-1-1-1];
else
jixiaoarray = hi( locationS(end)+posloc(end)+st(i)-1-1:en(i));
jixiaozhilocfin = find(diff(newsign(diff(jixiaoarray)))==2)+1;
if length(jixiaozhilocfin)==0
Slocatins = [Slocatins,en(i)];
%Send =[Send,en(i)];
else
Slocatins =[Slocatins, locationS(end)+posloc(end)+st(i)-1-1+jixiaozhilocfin(1)-1];
% Sendarray = coefs( locationS(end)+posloc(length(posloc))+st(i)-1-1+jixiaozhilocfin(1)-1:en(i));
% [minvaluesofS,minlocofs] = min(Sendarray);
% Send =[Send,minlocofs(end)+locationS(end)+posloc(length(posloc))+st(i)-1-1+jixiaozhilocfin(1)-1-1];
end
end
Send = [Send,en(i)];
clear tmparray
clear distancesq
clear distancesS
clear Sendarray
clear Qbeginarray
end
st = st((st~=0));
en = en((en~=0));
%删除多检点
flag = 1;
while(flag==1)
flag = 0;
jianyanR = ones(1,length(Rpeak));
meanRR = mean(diff(Rpeak));
for i = 2:length(Rpeak)
if Rpeak(i)-Rpeak(i-1)<0.5*meanRR;
flag = flag + 1;
if hi(Rpeak(i))>hi(Rpeak(i-1))
jianyanR(i-1)=0;
else
jianyanR(i)=0;
end
end
end
if flag == 0
break;
end
NewRR=jianyanR.*Rpeak;
mm = Rs;
nn = Re;
Rs = Rs.*jianyanR;
Re = Re.*jianyanR;
newQlocatins = Qlocatins.*jianyanR;
newSlocatins = Slocatins.*jianyanR;
newSend = Send.*jianyanR;
newQbegins = Qbegin.*jianyanR;
Rpeak = NewRR((NewRR~=0));
Qlocatins = newQlocatins((newQlocatins~=0));
Slocatins = newSlocatins((newSlocatins~=0));
Send = newSend((newSend~=0));
Qbegin = newQbegins((newQbegins~=0));
slocs = find(Rs==0);
for i = 1:length(slocs)
for j = mm(slocs(i)):nn(slocs(i))
fmg(j)=0;
end
end
Rs = Rs((Rs~=0));
Re = Re((Re~=0));
flag = 1;
clear jianyanR
clear NewRR
clear mm
clear nn
end
%T wave detection
vt = hi-hi.*fmg';
coefvt = cwt(vt,98,'db3');
jidazhiofT = coefvt(find(diff(sign(diff(coefvt.*(coefvt>0))))==-2)+1);
[countvt,centervt]=hist(jidazhiofT);
sum2 = 0;
for i =1:length(centervt)
sum2 =sum2 + countvt(i)*centervt(i);
end
mcentvt = sum2/sum(countvt);
for i =1:length(coefvt)
if abs(coefvt(i))>mcentvt;
mpvt(i)=1;
else
mpvt(i)=0;
end
end
s=ones(1,50);
fmgvt = enrosin( s,mpvt )+ones(1,length(mpvt));
nifmg = 1 - fmg;
fmgvt = nifmg.*fmgvt;
clear s
ecgvt = vt.*fmgvt';
diffmgvt = diff(fmgvt);
st = find(diffmgvt==1);
en = find(diffmgvt(st(1)+2:end)==-1)+st(1)+1;
Tpeak = [];
Tbegin = [];
Tend = [];
i = 1;
while(i<min(length(st),length(en)))
tmparray = ecgvt(st(i):en(i));
tmparraypos = tmparray.*(tmparray>0);
tmparrayneg = tmparray.*(tmparray<0);
[maxpos,posloc] = max(tmparraypos);
[mineg,negpoc] = min(tmparrayneg);
Tpeak = [Tpeak,posloc(length(posloc))+st(i)-1];
Tbeginarray = ecgvt(st(i):posloc(length(posloc))+st(i)-1);
[tmpbegin,beginloc] = min(Tbeginarray);
Tbegin = [Tbegin,beginloc(length(beginloc))+st(i)-1];
Tendarray = ecgvt(posloc(length(posloc))+st(i)-1:en(i));
[tmpend,endloc] = min(Tendarray);
Tend = [Tend,endloc(length(endloc))+posloc(length(posloc))+st(i)-2];
index1 = findlocations( st(i),Rpeak );
index2 = findlocations( st(i+1),Rpeak );
if (index1 == index2)
for j = st(i+1):en(i+1)+3
fmgvt(j)=0;
end
i = i + 2;
else
i = i + 1;
end
clear tmparray
clear tmparraypos
clear tmparrayneg
clear posloc
clear negpoc Tbeginarray Tendarray endloc beginloc tmparray tmparraypos tmparrayneg
end
clear st
clear en
%P wvae detection
ecgvts = hi.*fmgvt';
ecgvp = hi - ecgvts;
pidenticator = ones(1,length(hi));
for i = 1:min(length(Tpeak),length(Qlocatins))
for j = Qlocatins(i)-5:Tpeak(i)
ecgvp(j)=0;
pidenticator(j)=0;
end
end
coefvp = cwt(ecgvp ,78,'db3');
jidazhivp = coefvp(find(diff(sign(diff(coefvp.*(coefvp>0))))==-2)+1);
[countsvp,centersvp]=hist(jidazhivp);
sum3 = 0;
for i =1:10
sum3 =sum3 + countsvp(i)*centersvp(i);
end
mcent = sum3/sum(countsvp);
for i =1:length(coefvp)
if abs(coefvp(i))>mcent;
mpvp(i)=1;
else
mpvp(i)=0;
end
end
s=ones(1,50);
fmgvp = enrosin( s,mpvp )+ones(1,length(mpvp));
%nifmgvp = 1- (fmg + fmgvt);
%fmgvp = nifmgvp.*fmgvp;
diffmgvp = diff(fmgvp);
st = find(diffmgvp==1);
en = find(diffmgvp(st(1)+2:end)==-1)+st(1)+1;
Ppeak = [];
Pbegin = [];
Pend = [];
i = 1;
while(i<min(length(st),length(en)))
if abs(st(i)-en(i))<10
i = i + 1;
continue;
end
index1 = findlocations( st(i),Rpeak );
index2 = findlocations( st(i+1),Rpeak );
if (index1 == index2)
for j = st(i):en(i)+3
fmgvp(j)=0;
end
i = i + 1;
continue;
end
tselection = Qbegin.*(Qbegin>st(i));
indexd = find(tselection);
tmparray = ecgvp(st(i):Qbegin(indexd(1))-5);
%tmparraypos = tmparray.*(tmparray>0);
%tmparrayneg = tmparray.*(tmparray<0);
tpatt =find(tmparray);
if length(tpatt)<10
i = i+1;
continue;
end
xxx = coefvp(st(i)+tpatt(2):st(i)+tpatt(end));
jidazhiloc = find(diff(sign(diff(xxx.*(xxx>0))))==-2)+1;
houxuanp = hi(jidazhiloc(end)+st(i)+tpatt(2)-4:jidazhiloc(end)+st(i)+tpatt(2)+4);
[ps,locp] = max(houxuanp);
Ppeak = [Ppeak,jidazhiloc(end)+st(i)+tpatt(2)-4+locp(end)-1];
sss = coefvp(jidazhiloc(end)+st(i)+tpatt(2)-4+locp(end)-1:-1:st(i)+tpatt(2)-1);
uuu = hi(jidazhiloc(end)+st(i)+tpatt(2)-4+locp(end)-1:-1:st(i)+tpatt(2)-1);
locbe = findcrosspoint(uuu,sss);
Pbegin = [Pbegin,jidazhiloc(end)+st(i)+tpatt(2)-4+locp(end)-1-locbe+1];
eee = coefvp(jidazhiloc(end)+st(i)+tpatt(2)-4+locp(end)-1:st(i)+tpatt(end)-1);
vvv = hi(jidazhiloc(end)+st(i)+tpatt(2)-4+locp(end)-1:st(i)+tpatt(end)-1);
locen = findcrosspoint(vvv,eee);
Pend = [Pend, jidazhiloc(end)+st(i)+tpatt(2)-4+locp(end)-1+locen-1];
i = i + 1;
clear tmparray tmparraypos tmparrayneg posloc negpoc Pbeginarray Pendarray sss eee uuu vvv
end
figure
plot(hi)
hold on
plot(Ppeak,hi(Ppeak),'*')
hold on
plot(Rpeak,hi(Rpeak),'*')
hold on
plot(Tpeak,hi(Tpeak),'*')
hold on
plot(Qlocatins,hi(Qlocatins),'o')
hold on
plot(Slocatins,hi(Slocatins),'o')
hold on
plot(Qbegin,hi(Qbegin),'o')
hold on
plot(Send,hi(Send),'o')
hold on
plot(Tend,hi(Tend),'o')
hold on
plot(Tbegin,hi(Tbegin),'o')
hold on
plot(Pbegin,hi(Pbegin),'*')
hold on
plot(Pend,hi(Pend),'*')