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projDir/qc/dataProcessing/timeSeries/smoothingTest/aircraftSpeed100Hz.m
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% Analyze HCR time series | ||
clear all; | ||
close all; | ||
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addpath(genpath('~/git/HCR_configuration/projDir/qc/dataProcessing/')); | ||
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figdir='/scr/virga1/rsfdata/projects/spicule/hcr/qc1/cfradial/v1.2_full/specParams/'; | ||
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%% Speed bins | ||
socrates=load('/scr/virga2/rsfdata/projects/socrates/hcr/qc3/cfradial/v3.2_full/spectralMoments/smoothingTest/100hz/socrates_smoothingAnalysis_everyOther_aircraftSpeed.mat'); | ||
otrec=load('/scr/sleet2/rsfdata/projects/otrec/hcr/qc3/cfradial/v3.2_full/spectralMoments/smoothingTest/100hz/otrec_smoothingAnalysis_everyOther_aircraftSpeed.mat'); | ||
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%% Combine | ||
socBoth=cat(2,socrates.edgesHalf',socrates.peakNum); | ||
socBoth(any(isnan(socBoth),2),:)=[]; | ||
socBoth(any((socBoth(:,2)==2),2),:)=[]; | ||
otBoth=cat(2,otrec.edgesHalf',otrec.peakNum); | ||
otBoth(any(isnan(otBoth),2),:)=[]; | ||
otBoth(any((otBoth(:,2)==2),2),:)=[]; | ||
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comb=cat(1,socBoth,otBoth); | ||
comb=sortrows(comb); | ||
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%% Fits | ||
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[pCs,sCs]=polyfit(socBoth(:,1),socBoth(:,2),2); | ||
[yCs,dCs]=polyval(pCs,socBoth(:,1),sCs); | ||
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[pCo,sCo]=polyfit(otBoth(:,1),otBoth(:,2),2); | ||
[yCo,dCo]=polyval(pCo,otBoth(:,1),sCo); | ||
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[pCb,sCb]=polyfit(comb(:,1),comb(:,2),2); | ||
[yCb,dCb]=polyval(pCb,comb(:,1),sCb); | ||
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%% Scatter plot | ||
close all | ||
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f1 = figure('Position',[200 500 800 400],'DefaultAxesFontSize',12,'renderer','painters'); | ||
t = tiledlayout(1,2,'TileSpacing','compact','Padding','compact'); | ||
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s1=nexttile(1); | ||
hold on | ||
l1=plot(socBoth(:,1),yCs,'-b','LineWidth',2); | ||
l2=plot(socBoth(:,1),yCs+dCs,'--b','LineWidth',1); | ||
plot(socBoth(:,1),yCs-dCs,'--b','LineWidth',1); | ||
scatter(socBoth(:,1),socBoth(:,2),60,'^','filled','MarkerFaceColor','b','MarkerEdgeColor','w'); | ||
l3=plot(otBoth(:,1),yCo,'-g','LineWidth',2); | ||
l4=plot(otBoth(:,1),yCo+dCo,'--g','LineWidth',1); | ||
plot(otBoth(:,1),yCo-dCo,'--g','LineWidth',1); | ||
scatter(otBoth(:,1),otBoth(:,2),60,'square','filled','MarkerFaceColor','g','MarkerEdgeColor','w'); | ||
xlim([5,275]); | ||
%ylim([4,21]); | ||
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legend([l1,l2,l3,l4],{, ... | ||
['y=',num2str(pCs(1),3),'x^2-',num2str(abs(pCs(2)),3),'x+',num2str(pCs(3),3)], ... | ||
['Mean standard error ',num2str(mean(dCs),2)], ... | ||
['y=',num2str(pCb(1),3),'x^2-',num2str(abs(pCb(2)),3),'x+',num2str(pCb(3),3)], ... | ||
['Mean standard error ',num2str(mean(dCb),2)]}); | ||
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xlabel('Aircraft speed (m s^{-1})') | ||
ylabel('Truncation point') | ||
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title(['(a) SOCRATES versus OTREC']); | ||
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grid on | ||
box on | ||
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s2=nexttile(2); | ||
hold on | ||
l1=plot(comb(:,1),yCb,'-k','LineWidth',2); | ||
l2=plot(comb(:,1),yCb+dCb,'--k','LineWidth',1); | ||
plot(comb(:,1),yCb-dCb,'--k','LineWidth',1); | ||
scatter(socBoth(:,1),socBoth(:,2),60,'^','filled','MarkerFaceColor','k','MarkerEdgeColor','w'); | ||
scatter(otBoth(:,1),otBoth(:,2),60,'square','filled','MarkerFaceColor','k','MarkerEdgeColor','w'); | ||
xlim([5,275]); | ||
%ylim([4,21]); | ||
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legend([l1,l2],{['y=',num2str(pCb(1),3),'x^2-',num2str(abs(pCb(2)),3),'x+',num2str(pCb(3),3)], ... | ||
['Mean standard error ',num2str(mean(dCb),2)]}); | ||
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xlabel('Aircraft speed (m s^{-1})') | ||
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title(['(b) SOCRATES and OTREC']); | ||
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grid on | ||
box on | ||
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set(gcf,'PaperPositionMode','auto') | ||
print(f1,[figdir,'aircraftSpeed100Hz.png'],'-dpng','-r0'); |