Effacer les filtres
Effacer les filtres

Calculation of POD, FAR and CSI of two precipitation data sets

11 vues (au cours des 30 derniers jours)
Faisal Baig
Faisal Baig le 19 Juin 2022
Modifié(e) : Faisal Baig le 20 Juin 2022
Hi,
I would appreciate if someone can share the matlab code to calculate the Probability of Detection, False Alarm Ratio and Critical Success Index between gauge and satellite precipitation products.
Thankyou.
  1 commentaire
Faisal Baig
Faisal Baig le 20 Juin 2022
Modifié(e) : Faisal Baig le 20 Juin 2022
Credits to @shanka sharma who provided the code:
clc
clear all
load('pre_product.mat');
load('pre_gauge.mat');
for m=1:51;%%(number of gauge stations) change accordingly
aa=0;
bb=0;
cc=0;
dd=0;
pre_g_hit=[];
pre_p_hit=[];
pre_g_false=[];
pre_p_false=[];
pre_g_miss=[];
pre_p_miss=[];
for k=1:365 %%(days, since I used daily precip data) change accordingly
if (pre_gauge(m,k)>=0.1)&&(pre_product(m,k)>=0.1)
aa=aa+1;
pre_g_hit=[pre_g_hit;pre_gauge(m,k)];
pre_p_hit=[pre_p_hit;pre_product(m,k)];
elseif (pre_gauge(m,k)<0.1)&&(pre_product(m,k)>=0.1)
bb=bb+1;
pre_g_false=[pre_g_false;pre_gauge(m,k)];
pre_p_false=[pre_p_false;pre_product(m,k)];
elseif (pre_gauge(m,k)>=0.1)&&(pre_product(m,k)<0.1)
cc=cc+1;
pre_g_miss=[pre_g_miss;pre_gauge(m,k)];
pre_p_miss=[pre_p_miss;pre_product(m,k)];
elseif (pre_gauge(m,k)<0.1)&&(pre_product(m,k)<0.1)
dd=dd+1;
end
end
r0=corrcoef(pre_product(m,:),pre_gauge(m,:),'rows','complete');
Corr(m)=r0(2);
POD(m)=aa/(aa+cc); % this calculates the pod at each stations
FAR(m)=bb/(aa+bb);
ACC(m)=(aa+dd)/(aa+bb+cc+dd);
CSI(m)=aa/(aa+bb+cc);
FBI(m)=(bb+aa)/(aa+cc);
TS(m)=((aa.*dd)-(bb.*cc))/((aa+cc).*(bb+dd));
BIAS(m)=(aa+bb)/(aa+cc);
HSS(m)=2*((aa*dd)-(bb*cc))/[(aa+cc)*(cc+dd)+(aa+bb)*(bb+dd)]
AA(m)=aa;
BB(m)=bb;
CC(m)=cc;
DD(m)=dd;
end
ALL_POD=AA/(AA+CC) % average of all staitons' pod
ALL_FAR=BB/(AA+BB)
ALL_ACC=(AA+DD)/(AA+BB+CC+DD)
ALL_FBI=(AA+BB)/(AA+CC)
ALL_CSI=AA/(AA+BB+CC)
ALL_TS=((AA.*DD)-(BB.*CC))/((AA+CC).*(BB+DD));
ALL_BIAS=(AA+BB)/(AA+CC);
ALL_HSS=2*((AA.*DD)-(BB.*CC))/[(AA+CC).*(CC+DD)+(AA+BB).*(BB+DD)]

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