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

12 ビュー (過去 30 日間)
Faisal Baig
Faisal Baig 2022 年 6 月 19 日
編集済み: Faisal Baig 2022 年 6 月 20 日
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 件のコメント
Faisal Baig
Faisal Baig 2022 年 6 月 20 日
編集済み: Faisal Baig 2022 年 6 月 20 日
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)]

サインインしてコメントする。

回答 (0 件)

カテゴリ

Help Center および File ExchangeSatellite and Orbital Mechanics についてさらに検索

Community Treasure Hunt

Find the treasures in MATLAB Central and discover how the community can help you!

Start Hunting!

Translated by