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projDir/qc/dataProcessing/spectralHCRproducts/multiVels/findNoiseThresh_plotR1R2.m
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function [noiseThresh,meanNoise,R2]=findNoiseThresh_plotR1R2(powIn,avNum,aa) | ||
% Find noise threshold and mean noise following | ||
% Hildebrand and Sekhon, 1974 https://doi.org/10.1175/1520-0450(1974)013%3C0808:ODOTNL%3E2.0.CO;2 | ||
close all | ||
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noiseThresh=nan; | ||
meanNoise=nan; | ||
R2=nan; | ||
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checkInds=0:5:770; | ||
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if ~ismember(aa,checkInds) | ||
return | ||
end | ||
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noiseThresh=10.^(max(powIn)./10); | ||
powLin=10.^(powIn./10); | ||
powLin(isnan(powLin))=[]; | ||
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stepDown=0.0000005; | ||
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powR1R2All=[]; | ||
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while noiseThresh>min(powLin,[],2,'omitmissing'); | ||
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noiseThresh=noiseThresh-stepDown; | ||
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powLin(powLin>noiseThresh)=[]; | ||
sampleNum=length(powLin); | ||
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% R1 | ||
xCalc=1:sampleNum; | ||
fn=xCalc./sampleNum; | ||
sig2r=(sum(fn.^2.*powLin,'omitmissing')./sum(powLin,'omitmissing')) ... | ||
-(sum(fn.*powLin,'omitmissing')./sum(powLin,'omitmissing')).^2; | ||
% sigN2=sampleNum.^2/12; | ||
sigN2=1/12; | ||
R1=sigN2/sig2r; | ||
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% R2 | ||
meanNoise=sum(powLin)/sampleNum; | ||
Q=sum(powLin.^2/sampleNum)-meanNoise.^2; | ||
R2=meanNoise.^2/(Q*avNum); | ||
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powR1R2All=cat(1,powR1R2All,[noiseThresh,R1,R2]); | ||
end | ||
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powR1R2All(any(isnan(powR1R2All),2),:)=[]; | ||
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if isempty(powR1R2All) | ||
return | ||
end | ||
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% Find intersection point | ||
powR1R2All(:,1)=real(10*log10(powR1R2All(:,1))); | ||
Rdiff=powR1R2All(:,2)-powR1R2All(:,3); | ||
outInd=find(Rdiff==0); | ||
y=nan; | ||
if ~isempty(outInd) | ||
noiseThreshOut=powR1R2All(outInd,2); | ||
else | ||
beforeX=max(find(Rdiff>0)); | ||
afterX=beforeX+1; | ||
if ~isempty(beforeX) & ~isempty(afterX) & afterX<=size(powR1R2All,1) | ||
A=[powR1R2All(beforeX,1),powR1R2All(beforeX,2)]; | ||
B=[powR1R2All(afterX,1),powR1R2All(afterX,2)]; | ||
C=[powR1R2All(beforeX,1),powR1R2All(beforeX,3)]; | ||
D=[powR1R2All(afterX,1),powR1R2All(afterX,3)]; | ||
a1=B(2)-A(2); | ||
b1=A(1)-B(1); | ||
c1=a1*(A(1))+b1*(A(2)); | ||
a2=D(2)-C(2); | ||
b2=C(1)-D(1); | ||
c2=a2*C(1)+b2*C(2); | ||
det=a1*b2-a2*b1; | ||
noiseThreshOut=(b2*c1-b1*c2)/det; | ||
y=(a1*c2-a2*c1)/det; | ||
%noiseThreshOut=interp1([powR1R2All(beforeX,2),powR1R2All(afterX,2)],[powR1R2All(beforeX,1),powR1R2All(afterX,1)],1); | ||
else | ||
noiseThreshOut=nan; | ||
end | ||
end | ||
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powR1R2All(:,1)=max(powIn)-powR1R2All(:,1); | ||
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figure('Position',[200 500 700 1000],'DefaultAxesFontSize',12); | ||
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t = tiledlayout(2,1,'TileSpacing','tight','Padding','tight'); | ||
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s1=nexttile(1); | ||
hold on | ||
scatter(powR1R2All(:,1),powR1R2All(:,2),'filled','o','MarkerFaceColor','b'); | ||
scatter(powR1R2All(:,1),powR1R2All(:,3),'filled','o','MarkerFaceColor','g'); | ||
scatter(max(powIn)-noiseThreshOut,y,'filled','o','MarkerFaceColor','r'); | ||
xlim([0,max(powR1R2All(:,1))+5]); | ||
ylim([0,3]); | ||
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legend({'R1';'R2';['Intersection at ',num2str(y)]},'Location','northwest'); | ||
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xlabel('dB below peak'); | ||
ylabel('R1 and R2'); | ||
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grid on | ||
box on | ||
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s2=nexttile(2); | ||
hold on | ||
plot([0,length(powIn)],[noiseThreshOut,noiseThreshOut],'-k','LineWidth',2); | ||
plot(powIn,'-b','LineWidth',2); | ||
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xlim([0,length(powIn)]); | ||
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%xlabel('dB below peak'); | ||
ylabel('Power (dB)'); | ||
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grid on | ||
box on | ||
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figdir='/scr/virga1/rsfdata/projects/spicule/hcr/qc1/cfradial/v1.2_full/airMotion/cases/width/noiseFloor/'; | ||
set(gcf,'PaperPositionMode','auto'); | ||
print([figdir,'noiseFloor_',num2str(aa),'_smoothing',num2str(avNum)],'-dpng','-r0'); | ||
end |
2 changes: 1 addition & 1 deletion
2
...oducts/multiVels/findNoiseThresh_plotR1.m → ...oducts/multiVels/findNoiseThresh_plotR2.m
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