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prana/calibration_based_uncertainty.m
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function [Ux,Uy,UxLB,UxUB,UyLB,UyUB]=calibration_based_uncertainty(fitmodelname,metric,correlation_method) | |
% Compare input string to evaluate which calibration based method | |
% coeeficients should be used to evaluate uncertainty | |
if strcmp(fitmodelname,'PPR_Charonkomodel') | |
ppr=metric; | |
if strcmp(correlation_method,'SCC') | |
Ap=0.226;Bp=1;Cp=0.08; Mp=13.1;Np=1;Sp=0.317; | |
Uppr=sqrt((Mp*exp(-0.5*((ppr-Np)/Sp).^2)).^2+(Ap*ppr.^(-Bp)).^2+Cp.^2); | |
elseif strcmp(corrleation_method,'RPC') | |
Ap=1.41;Bp=1;Cp=1.7e-5; Mp=9.76;Np=1;Sp=1.139; | |
Uppr=sqrt((Mp*exp(-0.5*((ppr-Np)/Sp).^2)).^2+(Ap*ppr.^(-Bp)).^2+Cp.^2); | |
end | |
Ux=Uppr/sqrt(2); | |
Uy=Uppr/sqrt(2); | |
UxLB=0; | |
UyLB=0; | |
UxUB=0; | |
UyUB=0; | |
elseif strcmp(fitmodelname,'PPR_Xuemodel') | |
ppr=metric; | |
if strcmp(correlation_method,'SCC') | |
% Uncertainty Lower Bound | |
Apl=0.1043;Bpl=0.6786;Cpl=0;Mpl=0.278;Npl=1;Spl=0.1927; | |
UpprLB=sqrt((Mpl*exp(-0.5*((ppr-Npl)/Spl).^2)).^2+(Apl*ppr.^(-Bpl)).^2+Cpl.^2); | |
% Uncertainty Upper Bound | |
Apu=0.6888;Bpu=0.846;Cpu=0;Mpu=10.59;Npu=1;Spu=0.1925; | |
UpprUB=sqrt((Mpu*exp(-0.5*((ppr-Npu)/Spu).^2)).^2+(Apu*ppr.^(-Bpu)).^2+Cpu.^2); | |
elseif strcmp(correlation_method,'RPC') | |
% Uncertainty Lower Bound | |
Apl=0.09359;Bpl=0.5597;Cpl=0;Mpl=0.09828;Npl=1;Spl=0.2258; | |
UpprLB=sqrt((Mpl*exp(-0.5*((ppr-Npl)/Spl).^2)).^2+(Apl*ppr.^(-Bpl)).^2+Cpl.^2); | |
% Uncertainty Upper Bound | |
Apu=0.4583;Bpu=0.5696;Cpu=0;Mpu=25.11;Npu=1;Spu=0.2874; | |
UpprUB=sqrt((Mpu*exp(-0.5*((ppr-Npu)/Spu).^2)).^2+(Apu*ppr.^(-Bpu)).^2+Cpu.^2); | |
end | |
Ux=0; | |
Uy=0; | |
UxLB=UpprLB/sqrt(2); | |
UyLB=UpprLB/sqrt(2); | |
UxUB=UpprUB/sqrt(2); | |
UyUB=UpprUB/sqrt(2); | |
elseif strcmp(fitmodelname,'MI_Xuemodel') | |
mi=metric; | |
if strcmp(correlation_method,'SCC') | |
% Uncertainty Lower Bound | |
Al=0.1525;Bl=0.7294;Cl=0.0164;Ml=0.3874;Nl=0;Sl=1.048; | |
UmiLB=sqrt((Ml*exp(-0.5*((mi-Nl)/Sl).^2)).^2+(Al*mi.^(-Bl)).^2+Cl.^2); | |
% Uncertainty Upper Bound | |
Au=1.101;Bu=1.073;Cu=0.0980;Mu=65.59;Nu=0;Su=0.9197; | |
UmiUB=sqrt((Mu*exp(-0.5*((mi-Nu)/Su).^2)).^2+(Au*mi.^(-Bu)).^2+Cu.^2); | |
elseif strcmp(correlation_method,'RPC') | |
% Uncertainty Lower Bound | |
Al=0.0479;Bl=0.3252;Cl=0;Ml=0.0012;Nl=0;Sl=0.0067; | |
UmiLB=sqrt((Ml*exp(-0.5*((mi-Nl)/Sl).^2)).^2+(Al*mi.^(-Bl)).^2+Cl.^2); | |
% Uncertainty Upper Bound | |
Au=0.1289;Bu=0.4222;Cu=0.0662;Mu=0.3367;Nu=0;Su=3.575; | |
UmiUB=sqrt((Mu*exp(-0.5*((mi-Nu)/Su).^2)).^2+(Au*mi.^(-Bu)).^2+Cu.^2); | |
end | |
Ux=0; | |
Uy=0; | |
UxLB=UmiLB/sqrt(2); | |
UyLB=UmiLB/sqrt(2); | |
UxUB=UmiUB/sqrt(2); | |
UyUB=UmiUB/sqrt(2); | |
end | |
% Further calibration based methods can be similarly added | |
end |