From b0d3d60d7af95bd26c15ea11127d1c8bc443a2d7 Mon Sep 17 00:00:00 2001 From: Luca Brocca Date: Wed, 3 Jun 2020 11:24:15 +0200 Subject: [PATCH] Add files via upload --- sm2rain_Matlab/AAA_TUTORIAL_SM2RAIN.txt | 76 + sm2rain_Matlab/CER_1hour_2011.txt | 8759 ++ sm2rain_Matlab/K10_1hour_2007.txt | 8759 ++ sm2rain_Matlab/PAR_CER_1hour_2011.dat | 3 + sm2rain_Matlab/PAR_K10_1hour_2007.dat | 3 + sm2rain_Matlab/PAR_VOB_1hour_2008.dat | 3 + sm2rain_Matlab/PAR_Yanco_1hour_0211.dat | 3 + sm2rain_Matlab/RUN_SM2RAIN.m | 7 + sm2rain_Matlab/SM2RAIN.m | 78 + sm2rain_Matlab/SM2RAIN_results_INSITU.pdf | Bin 0 -> 326639 bytes sm2rain_Matlab/SM2R_CER_1hour_2011_24.png | Bin 0 -> 31980 bytes sm2rain_Matlab/SM2R_K10_1hour_2007_24.png | Bin 0 -> 27571 bytes sm2rain_Matlab/SM2R_VOB_1hour_2008_24.png | Bin 0 -> 31006 bytes sm2rain_Matlab/SM2R_Yanco_1hour_0211_24.png | Bin 0 -> 31660 bytes sm2rain_Matlab/VOB_1hour_2008.txt | 8785 ++ sm2rain_Matlab/Yanco_1hour_0211.txt | 84720 ++++++++++++++++++ sm2rain_Matlab/cal_SM2RAIN.m | 25 + 17 files changed, 111221 insertions(+) create mode 100644 sm2rain_Matlab/AAA_TUTORIAL_SM2RAIN.txt create mode 100644 sm2rain_Matlab/CER_1hour_2011.txt create mode 100644 sm2rain_Matlab/K10_1hour_2007.txt create mode 100644 sm2rain_Matlab/PAR_CER_1hour_2011.dat create mode 100644 sm2rain_Matlab/PAR_K10_1hour_2007.dat create mode 100644 sm2rain_Matlab/PAR_VOB_1hour_2008.dat create mode 100644 sm2rain_Matlab/PAR_Yanco_1hour_0211.dat create mode 100644 sm2rain_Matlab/RUN_SM2RAIN.m create mode 100644 sm2rain_Matlab/SM2RAIN.m create mode 100644 sm2rain_Matlab/SM2RAIN_results_INSITU.pdf create mode 100644 sm2rain_Matlab/SM2R_CER_1hour_2011_24.png create mode 100644 sm2rain_Matlab/SM2R_K10_1hour_2007_24.png create mode 100644 sm2rain_Matlab/SM2R_VOB_1hour_2008_24.png create mode 100644 sm2rain_Matlab/SM2R_Yanco_1hour_0211_24.png create mode 100644 sm2rain_Matlab/VOB_1hour_2008.txt create mode 100644 sm2rain_Matlab/Yanco_1hour_0211.txt create mode 100644 sm2rain_Matlab/cal_SM2RAIN.m diff --git a/sm2rain_Matlab/AAA_TUTORIAL_SM2RAIN.txt b/sm2rain_Matlab/AAA_TUTORIAL_SM2RAIN.txt new file mode 100644 index 0000000..41c3864 --- /dev/null +++ b/sm2rain_Matlab/AAA_TUTORIAL_SM2RAIN.txt @@ -0,0 +1,76 @@ +------------------------------------------------------------------- + SM2RAIN : Rainfall estimation through soil moisture data +------------------------------------------------------------------- + TUTORIAL for the use of the Matlab SM2RAIN CODE +------------------------------------------------------------------- + +SM2RAIN is a simple algorith for estimating rainfall from soil moisture data. If you do not believe it is possible, try yourself! +The SM2RAIN code can be freely applied and used, just cite some of the references to the model reported below. +The authors are highly interested to collaborate for the understanding of the model functioning and to improve its performance and applicability. + +For any questions please do not hesitate to contact: +luca.brocca@irpi.cnr.it + +------------------------------------------------------------------- +Updates on 25th March 2014: +1) range of parameters and initial conditions of "cal_SM2RAIN.m" (for an improved calibration) +2) example datasets from GRL paper (Brocca et al., 2013) +3) name and saving of the file with the parameter values +4) added "SM2RAIN_results_INSITU.pdf" with results for several sites in Europe and Australia +5) change the code with a better analytical equation +6) change of the "cal_SM2RAIN.m" for including also the "deltaSM" variable as input + +The following files are distributed + +1) MATLAB codes +1.1) "SM2RAIN.m": SM2RAIN code +1.2) "cal_SM2RAIN.m": code for SM2RAIN calibration (requires optimization toolbox) +1.3) "RUN_SM2RAIN.m": script for running the calibration of SM2RAIN and creating the output figure + +2) Auxiliary file: +2.1) "PAR_Yanco_1hour_0211.txt": contains the three SM2RAIN parameters + Z = PAR(1); % depth of the soil layer + a = PAR(2); % coefficient of drainage + b = PAR(3); % exponent of drainage + +3) INPUT file (example): +3.1) "PAR_CER_1hour_2011.dat": example file for hourly rainfall and soil moisture data at Yanco site in Australia + It contains 3 columns + a) date (in numeric Matlab format) + b) soil moisture (dimensionless: degree of saturation) + c) rainfall depth (in mm) + +4) OUTPUT file: +4.1) "SM2R_CER_1hour_2011_24.png": figure with the model output (24 for daily data) + Upper figure: observed vs simulated rainfall + Lower figure: relative soil moisture timeseries + +------------------------------------------------------------------- + +To run the model for your own data the following steps have to be done (see the code RUN_SM2RAIN.m): +1) creation of input file, e.g. "CER_1hour_2011.txt" +2) SM2RAIN calibration with "cal_SM2RAIN.m" +3) Run of SM2RAIN with "SM2RAIN.m" + +------------------------------------------------------------------- + +% ... few lines to run SM2RAIN +% Application with Cerbara dataset, 24-hour rainfall estimation from hourly observations + +name='CER_1hour_2011'; % name of the input file +AGGR=24; % aggregation period: 24 hour=1 day +cal_SM2RAIN(name,AGGR) % SM2RAIN calibration +SM2RAIN(name,load(['PAR_',name,'.dat']),AGGR,1) % RUN SM2RAIN + +------------------------------------------------------------------- + +Main Reference for SM2RAIN: +Brocca, L., Melone, F., Moramarco, T., Wagner, W. (2013). A new method for rainfall estimation through soil moisture observations. Geophysical Research Letters, 40(5), 853-858, doi:10.1002/grl.50173. + +Brocca, L., Ciabatta, L., Massari, C., Dorigo, W., Hahn, S., Hasenauer, S., Kidd, R., Moramarco, T., Levizzani, V., Wagner, W. (...). Soil as a natural raingauge: estimating global rainfall from satellite soil moisture data. submitted to Journal of Geophysical Research + +Other reference with the model application: +[1] Ciabatta, L., Brocca, L., Moramarco, T., Wagner, W. (2014). Comparison of different satellite rainfall products over the Italian territory. Proceedings of the IAEG 2014 Congress, Springer, in press. +[2] Ciabatta L., Brocca L., Moramarco T., Puca S., Wagner W. (2013) Hydrological validation of satellite rainfall products in central Italy. Poster presented at IHS 2013 conference, Venice, December 2013. +[3] Brocca, L., Ciabatta, L., Puca, S., Gabellani, S., Wagner, W., Moramarco, T. (2013). Improving H-SAF rainfall products by using satellite soil moisture observations. Poster presented at GPM workshop, Rome, November 2013. +[4] Brocca, L., Melone, F., Moramarco, T., Wagner, W. (2013). A new method for rainfall estimation through soil moisture observations: possible applications. 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0.0000000000000000e+00 + 7.3340754169999994e+05 3.2692307692307687e-01 0.0000000000000000e+00 + 7.3340758330000006e+05 3.2692307692307687e-01 0.0000000000000000e+00 + 7.3340762500000000e+05 3.3076923076923070e-01 0.0000000000000000e+00 + 7.3340766669999994e+05 3.2692307692307687e-01 0.0000000000000000e+00 + 7.3340770830000006e+05 3.2692307692307687e-01 0.0000000000000000e+00 + 7.3340775000000000e+05 3.2307692307692304e-01 0.0000000000000000e+00 + 7.3340779169999994e+05 3.2307692307692304e-01 0.0000000000000000e+00 + 7.3340783330000006e+05 3.2307692307692304e-01 0.0000000000000000e+00 + 7.3340787500000000e+05 3.1923076923076921e-01 0.0000000000000000e+00 + 7.3340791669999994e+05 3.1923076923076921e-01 0.0000000000000000e+00 + 7.3340795830000006e+05 3.1923076923076921e-01 0.0000000000000000e+00 diff --git a/sm2rain_Matlab/PAR_CER_1hour_2011.dat b/sm2rain_Matlab/PAR_CER_1hour_2011.dat new file mode 100644 index 0000000..a3e8025 --- /dev/null +++ b/sm2rain_Matlab/PAR_CER_1hour_2011.dat @@ -0,0 +1,3 @@ + 2.7395332143153475e+01 + 1.9965838302036673e+01 + 1.5697347164463830e+01 diff --git a/sm2rain_Matlab/PAR_K10_1hour_2007.dat b/sm2rain_Matlab/PAR_K10_1hour_2007.dat new file mode 100644 index 0000000..21937b9 --- /dev/null +++ b/sm2rain_Matlab/PAR_K10_1hour_2007.dat @@ -0,0 +1,3 @@ + 3.4580131295662426e+01 + 1.8000000000000000e+03 + 6.5574529461179225e+01 diff --git a/sm2rain_Matlab/PAR_VOB_1hour_2008.dat b/sm2rain_Matlab/PAR_VOB_1hour_2008.dat new file mode 100644 index 0000000..d836084 --- /dev/null +++ b/sm2rain_Matlab/PAR_VOB_1hour_2008.dat @@ -0,0 +1,3 @@ + 8.1556579935535538e+01 + 2.7487392925923000e+01 + 4.5710716105798106e+00 diff --git a/sm2rain_Matlab/PAR_Yanco_1hour_0211.dat b/sm2rain_Matlab/PAR_Yanco_1hour_0211.dat new file mode 100644 index 0000000..5258ea9 --- /dev/null +++ b/sm2rain_Matlab/PAR_Yanco_1hour_0211.dat @@ -0,0 +1,3 @@ + 3.9333703917397244e+01 + 1.1879660469316277e+03 + 1.0682536994007903e+02 diff --git a/sm2rain_Matlab/RUN_SM2RAIN.m b/sm2rain_Matlab/RUN_SM2RAIN.m new file mode 100644 index 0000000..32ae40a --- /dev/null +++ b/sm2rain_Matlab/RUN_SM2RAIN.m @@ -0,0 +1,7 @@ +% ... few lines to run SM2RAIN +% Application with Cerbara dataset, 24-hour rainfall estimation from hourly observations + +name='CER_1hour_2011'; % name of the input file +AGGR=24; % aggregation period: 24 hour=1 day +cal_SM2RAIN(name,AGGR) % SM2RAIN calibration +SM2RAIN(name,load(['PAR_',name,'.dat']),AGGR,1) % RUN SM2RAIN \ No newline at end of file diff --git a/sm2rain_Matlab/SM2RAIN.m b/sm2rain_Matlab/SM2RAIN.m new file mode 100644 index 0000000..704f2aa --- /dev/null +++ b/sm2rain_Matlab/SM2RAIN.m @@ -0,0 +1,78 @@ +function [NS,R,RMSE,PPsim,Psim,Pobs,D]=SM2RAIN(name,PAR,NN,FIG,deltaSM) +if nargin==4,deltaSM=0.005;end +data=load([name,'.txt']); +D=data(1:end-1,1); Pobs=data(1:end-1,3); SM=data(:,2); +Z=PAR(1); +a=PAR(2); +b=PAR(3); + +N=length(Pobs); +Psim=zeros(N,1); +for t=2:N + if (SM(t)-SM(t-1))>deltaSM +% SMav=(SM(t)+SM(t-1))./2; +% Psim(t-1)=Z.*(SM(t)-SM(t-1))+a.*SMav.^b; + Psim(t-1)=Z.*(SM(t)-SM(t-1))+(a.*SM(t).^b+a.*SM(t-1).^b)./2; + end +end + +Psim(isnan(SM(2:end)))=NaN; +Pobs(isnan(Psim))=NaN; +PPsim=Psim; +% Temporal aggregation +if NN>1 + MM=length(Psim); + L=floor(MM/NN); + Psim=reshape(Psim(1:L*NN),NN,L); + Psim=sum(Psim)'; + Pobs=reshape(Pobs(1:L*NN),NN,L); + Pobs=sum(Pobs)'; + SM=reshape(SM(1:L*NN),NN,L); + SM=mean(SM)'; + D=reshape(D(1:L*NN),NN,L); + D=mean(D)'; +end + +% Calculation of model performance +IDcomp=(Pobs>-1); +RMSE=nanmean((Psim(IDcomp)-Pobs(IDcomp)).^2).^0.5; +NS=1-nansum((Psim(IDcomp)-Pobs(IDcomp)).^2)./nansum((Pobs(IDcomp)-nanmean(Pobs(IDcomp))).^2); +R=corr(Psim(IDcomp),Pobs(IDcomp),'rows','complete'); + +% Figure +if FIG==1 + close all + set(gcf,'paperpositionmode','manual','paperposition',[1 1 16 10]) + set(gcf,'position',[100 100 640 400]) + + axes('Position',[0.1 0.3 0.8 0.60]); + set(gca,'Fontsize',12) + s=(['NS= ',num2str(NS,'%4.3f'),... + ' R= ',num2str(R,'%4.3f'),... + ' RMSE= ',num2str(RMSE,'%4.3f'),' mm']); + title(['\bf',s]); + hold on + plot(D,Pobs,'g','Linewidth',3) + plot(D,Psim,'r--','Linewidth',2); + grid on, box on + ylabel('rain [mm]') + hh=legend('P_o_b_s','P_s_i_m'); + set(hh,'Fontsize',10) + datetick('x',12) + axis([data(1,1)-1 data(end,1)+1 min(Pobs)+0.05 max(Pobs)+0.05]) + set(gca,'Xticklabel','') + + axes('Position',[0.1 0.1 0.8 0.20]); + set(gca,'Fontsize',13) + hold on + if NN==1,plot(D,SM(1:end-1),'color',[.5 .5 .5],'Linewidth',3);end + if NN>1,plot(D,SM(1:length(D)),'color',[.5 .5 .5],'Linewidth',3);end + grid on, box on + ylabel('soil saturation [-]') + datetick('x',12) + axis([data(1,1)-1 data(end,1)+1 -0.05 1.1]) + s=num2str(NN); + if NN<10,s=['0',num2str(NN)];end + + print(gcf,['SM2R_',name,'_',s],'-dpng','-r250') +end diff --git a/sm2rain_Matlab/SM2RAIN_results_INSITU.pdf b/sm2rain_Matlab/SM2RAIN_results_INSITU.pdf new file mode 100644 index 0000000000000000000000000000000000000000..f581612a64a7ace80edfdd6bdcfb6e1b8a0cfc00 GIT 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