diff --git a/main_test.m b/main_test.m
index 2cedeb443706fe31860c646214e4955805838681..741f00f0794694bedeb3e86fa4788cc17ba20bdf 100644
--- a/main_test.m
+++ b/main_test.m
@@ -36,9 +36,9 @@ zf0=csvread('H_ble.csv');
 
 LAI0=csvread('LAI_ble.csv');
 
-    LAIdate=LAI0(:,1); % dates de mesure de l'indice foliaire
-    gLAIval=LAI0(:,2); % valeur de l'indice foliaire à ces dates
-    LAIval=LAI0(:,3); % valeur de l'indice foliaire total à ces dates
+    LAIdate=LAI0(:,1); % Dates
+    gLAIval=LAI0(:,2); % Grean LAI at those dates
+    LAIval=LAI0(:,3); % Total LAI at those dates
     
     glai=interp1(LAIdate,gLAIval,doy,'pchip','extrap');
     lai=interp1(LAIdate,LAIval,doy,'pchip','extrap');
@@ -94,7 +94,9 @@ betastress=0.01;
 
  end
 
-% bounding / stress
+% bounding (can be adusted according to pot and stress baselines)
+ 
+% bounding / stress 
 
 rns(les<lesstress)=rnsstress(les<lesstress);
 g(les<lesstress)=gstress(les<lesstress);
@@ -184,36 +186,23 @@ hpot2=hspot2+hvpot2;
 a=doy-floor(doy);
 time=find(a>0.485-(1/24) & a<0.515-(1/24));
 time2=find(a>0.485-(1/24) & a<0.515-(1/24) & leobs >-100 & hobs>-100 & rnobs >-100 & gobs> - 100);
-time3=time2;
 
-RMSE_LE = sqrt(mean((leobs(time2) - le(time2)).^2))  % RMSE 
-RMSE_LE2 = sqrt(mean((leobs(time2) - le2(time2)).^2)) % RMSE 2
+% Rott Mean Square Error on Latent Heat LE, Sensible HEat H, Net radiation
+% Rn and Soil Heat Flux G
 
-RMSE_H = sqrt(mean((hobs(time2) - h(time2)).^2))  % RMSE 
-RMSE_H2 = sqrt(mean((hobs(time2) - h2(time2)).^2)) % RMSE 2
+RMSE_LE = sqrt(mean((leobs(time2) - le(time2)).^2))  % RMSE Layer
+RMSE_LE2 = sqrt(mean((leobs(time2) - le2(time2)).^2)) % RMSE Patch
 
-RMSE_RN = sqrt(mean((rnobs(time2) - rn(time2)).^2))  % RMSE 
-RMSE_RN2 = sqrt(mean((rnobs(time2) - rn2(time2)).^2)) % RMSE 2
+RMSE_H = sqrt(mean((hobs(time2) - h(time2)).^2))  % RMSE Layer 
+RMSE_H2 = sqrt(mean((hobs(time2) - h2(time2)).^2)) % RMSE Patch
 
-RMSE_G = sqrt(mean((gobs(time2) - g(time2)).^2))  % RMSE 
-RMSE_G2 = sqrt(mean((gobs(time2) - g2(time2)).^2)) % RMSE 2
+RMSE_RN = sqrt(mean((rnobs(time2) - rn(time2)).^2))  % RMSE Layer 
+RMSE_RN2 = sqrt(mean((rnobs(time2) - rn2(time2)).^2)) % RMSE Patch
 
-figure(1)
-plot(doy(time),ts(time),'bo',doy(time),ts2(time),'bs',doy(time),tspot(time),'go',doy(time),tsstress(time),'ro',doy(time),tspot2(time),'gs',doy(time),tsstress2(time),'rs',doy(time),ta(time)-273.15,':k')
-legend('simulé série','simulé parallèle','potentiel série','stress série','potentiel parallèle','stress parallèle','air')
-title('température sol')
+RMSE_G = sqrt(mean((gobs(time2) - g(time2)).^2))  % RMSE Layer 
+RMSE_G2 = sqrt(mean((gobs(time2) - g2(time2)).^2)) % RMSE Patch
 
-figure(2)
-plot(doy(time),tv(time),'bo',doy(time),tv2(time),'bs',doy(time),tvpot(time),'go',doy(time),tvstress(time),'ro',doy(time),tvpot2(time),'gs',doy(time),tvstress2(time),'rs',doy(time),ta(time)-273.15,':k')
-legend('simulé série','simulé parallèle','potentiel série','stress série','potentiel parallèle','stress parallèle','air')
-title('température végétation')
-
-figure(3)
-plot(doy(time),trad(time),'bo',doy(time),trad2(time),'bs',doy(time),tradpot(time),'go',doy(time),tradstress(time),'ro',doy(time),tradpot2(time),'gs',doy(time),tradstress2(time),'rs',doy(time),ta(time)-273.15,':k',doy(time),tsobs(time),'ok')
-legend('simulé série','simulé parallèle','potentiel série','stress série','potentiel parallèle','stress parallèle','air')
-title('température radiative')
-
-figure(4)
+figure(1)
 plot(leobs(time2),le(time2),'bo',leobs(time2),le2(time2),'rs')
 hold on
 lsline
@@ -221,128 +210,51 @@ axis([-100 500 -100 500]);
 legend('Series model','Parallel model')
 xlabel('Observed Latent Heat Flux at midday [W/m2]')
 ylabel('Retrieved Latent Heat Flux at midday [W/m2]')
-
-% figure(12)
-% %plot(doy(time),lev(time)./levpot(time),'ko',doy(time),lev2(time)./levpot(time),'bo',...
-% %      doy(time),les(time)./lespot(time),'k*',doy(time),les2(time)./lespot(time),'b*')
-% % plot(doy(time),lev(time)./levpot(time),'go',doy(time),lev(time)./levstress(time),'gs',...
-% %       doy(time),les(time)./lespot(time),'ro',doy(time),les(time)./lesstress(time),'rs')
-% plot(doy(time),Hv(time)./Hvpot(time),'go',doy(time),Hv(time)./Hvstress(time),'gs',...
-%       doy(time),Hs(time)./Hspot(time),'ro',doy(time),Hs(time)./Hsstress(time),'rs')
-% axis([0 180 -1 2]);
    
-figure(5)
-plot(doy(time2),leobs(time2)./lepot(time2),'rs',doy(time2),le(time2)./lepot(time2),'bo',doy(time2),le2(time2)./lepot2(time2),'g*',doy(time2),lai(time2)/2,'g-')
-%plot(doy(time2),leobs(time2).*2./(lepot(time2)+lepot2(time2)),'rs',doy(time2),lereal(time2)./lepot(time2),'ro',doy(time2),lereal2(time2)./lepot2(time2),'r*',doy(time2),le(time2)./lepot(time2),'bo',doy(time2),le2(time2)./lepot2(time2),'g*')
-%axis([0 180 -0.2 1.2]);
-legend('observed','series','parallel','LAI/2')
-xlabel('Date [DOY]')
-ylabel('Evaporative Efficiency LE/LEpot [-], LAI/2 [-]')
-
- figure(6)
- %plot(1-leobs(time3)./lepot(time3),1-le(time3)./lepot(time3),'bo',1-leobs(time3)./lepot2(time3),1-le2(time3)./lepot2(time3),'rs')
-
- scatter(1-leobs(time3)./lepot(time3),1-le(time3)./lepot(time3),lepot(time3)/2,'bo')
- 
- hold on
- scatter(1-leobs(time3)./lepot2(time3),1-le2(time3)./lepot2(time3),lepot2(time3)/2,'rs')
- %lsline
- axis([-0.2 1.2 -0.2 1.2]);
- legend('Series model','Parallel model')
- xlabel('Observed surface stress at midday (-)')
- ylabel('Simulated surface stress at midday (-)')
+figure(2)
+scatter(1-leobs(time2)./lepot(time2),1-le(time2)./lepot(time2),'bo')
+hold on
+scatter(1-leobs(time2)./lepot2(time2),1-le2(time2)./lepot2(time2),'rs')
+axis([-0.2 1.2 -0.2 1.2]);
+legend('Series model','Parallel model')
+xlabel('Observed surface stress at midday (-)')
+ylabel('Simulated surface stress at midday (-)')
 
-figure(7)
+figure(3)
 plot(doy(time2),leobs(time2),'rs',doy(time2),le(time2),'bo',doy(time2),le2(time2),'g*')
 axis([0 180 0 500]);
 legend('observé','série','parallèle')
 xlabel('Date [DOY]')
 ylabel('LE [W/m2]')
 
-save('bounded.mat','doy','time2','le','le2')
-
-
 weight=0.2*ones(1,5);
 
-t=doy(time3);
-es=les(time3);
-es2=les2(time3);
-esp=lespot(time3);
-esp2=lespot2(time3);
+t=doy(time2);
+es=les(time2);
+es2=les2(time2);
+esp=lespot(time2);
+esp2=lespot2(time2);
 
 esf=filter(weight,1,es);
 es2f=filter(weight,1,es2);
 espf=filter(weight,1,esp);
 esp2f=filter(weight,1,esp2);
 
-
-figure(8)
-%plot(doy(time2),les(time2),'bo',doy(time2),les2(time2),'g*',dateobs+0.5,pluie*10,'k-',doy(time2),lesobs(time2),'r:',doy(time2),leobs(time2),'rs')
+figure(4)
 plot(t,esf,'bo:',t,es2f,'rs:',t,espf,'g:',t,esp2f,'g-')
 axis([0 180 0 250]);
 legend('Series model','Parallel model','Potential serie','potential parallel')
 xlabel('Date [DOY]')
 ylabel('Soil Evaporation, 5 days running average [W/m2]')
 
-figure(12)
+figure(5)
 plot(t,esf./espf,'bo:',t,es2f./esp2f,'rs:')
 axis([0 180 -0.1 1.1]);
 legend('Series model','Parallel model')
 xlabel('Date [DOY]')
 ylabel('Soil Evaporation Efficiency, 5 days running average [-]')
 
-% figure(9)
-% plot(doy(time2),lev2(time2),'bo',doy(time2),lev(time2),'b-',doy(time2),levpot(time2),'g:')
-% legend('Old Srface Energy Balance Model TSEB','New Surface Energy Balance Model TSEB2','potentiel')
-% xlabel('Date [DOY]')
-% ylabel('LE [W/m2]')
-
-figure(9)
- plot(doy(time2),(h(time2)-hpot(time2))./(hstress(time2)-hpot(time2)),'b-',doy(time2),(hobs(time2)-hpot(time2))./(hstress(time2)-hpot(time2)),'bo',...
-     doy(time2),1-le(time2)./lepot(time2),'r-',doy(time2),1-leobs(time2)./lepot(time2),'rs')
- %axis([0 180 -0.2 1.2]);
- legend('Stress H simulé','Stress H observé','Stress LE simulé','Stress LE observé')
- xlabel('Date [DOY]')
- ylabel('Stress [-]')
-
-figure(10)
-plot(doy(time2),hv2(time2),'b-',doy(time2),hvpot2(time2),'r-',doy(time2),hvstress2(time2),'g-')
-axis([0 180 -200 500]);
-
-figure(11)
-plot(doy(time2),hv(time2),'b-',doy(time2),hvpot(time2),'r-',doy(time2),hvstress(time2),'g-')
-axis([0 180 -200 500]);
-
-figure(13)
- plot((hobs(time2)-hpot(time2))./(hstress(time2)-hpot(time2)),(h(time2)-hpot(time2))./(hstress(time2)-hpot(time2)),'bo',...
-     (hobs(time2)-hpot(time2))./(hstress(time2)-hpot(time2)),(h2(time2)-hpot(time2))./(hstress(time2)-hpot(time2)),'rs')
- hold on
- lsline
- axis([-0.2 1.2 -0.2 1.2]);
- legend('Series model','Parallel model')
- xlabel('Observed surface stress at midday (-)')
- ylabel('Simulated surface stress at midday (-)')
- 
- 
- 
-% figure(13)
-% plot(doy(time2),leobs(time2),'rs',doy(time2),lev(time2),'bo',doy(time2),lev2(time2),'g*',dateobs+0.5,pluie*10,'k:')
-% axis([0 180 -200 500]);
-% legend('observé total','végétation série','végétation parallèle','pluie')
-% xlabel('Date [DOY]')
-% ylabel('LE [W/m2], pluie (*0.1 mm)')
-
-% figure(14)
-% plot(lesobs(time2),les(time2),'bo',lesobs(time2),les2(time2),'g*')
-% hold on
-% lsline
-% axis([-100 400 -100 400]);
-% title('évaporation du sol')
-% legend('série','parallèle')
-% xlabel('Flux observé à midi (W/m2)')
-% ylabel('Flux simulé à midi (W/m2)')
-
-figure(15)
+figure(6)
 plot(hobs(time2),h(time2),'bo',hobs(time2),h2(time2),'g*')
 hold on
 lsline
@@ -351,7 +263,7 @@ legend('series','parallel')
 xlabel('Observed Sensible Heat Flux at Midday [W/m2]')
 ylabel('Simulated Sensible Heat Flux at Midday [W/m2]')
 
-figure(16)
+figure(7)
 plot(rnobs(time2),rn(time2),'bo',rnobs(time2),rn2(time2),'g*')
 hold on
 lsline
@@ -359,7 +271,8 @@ axis([-100 700 -100 700]);
 legend('series','parallel')
 xlabel('Observed Net Radiation at Midday [W/m2]')
 ylabel('Simulated Net Radition at Midday [W/m2]')
-figure(18)
+
+figure(8)
 plot(gobs(time2),g(time2),'bo',gobs(time2),g2(time2),'g*')
 hold on
 lsline
@@ -368,33 +281,5 @@ legend('series','parallel')
 xlabel('Observed Soil Heat Flux at Midday [W/m2]')
 ylabel('Observed Soil Heat Flux at Midday [W/m2]')
 
-figure(21)
-plot(doy(time3),1-leobs(time3)./lepot(time3),'rs',doy(time3),(tsobs(time3)-tradpot(time3))./(tradstress(time3)-tradpot(time3)),'b-',...
-     doy(time3),(tsobs(time3)-tradpot2(time3))./(tradstress2(time3)-tradpot2(time3)),'g-')
- axis([0 180 -0.2 1.2]);
- legend('Stress observé','Stress  tso-tsp/ts0-tsp serie','Stress  tso-tsp/ts0-tsp parallel')
- xlabel('Date [DOY]')
- ylabel('Stress [-]')
- 
-figure(22)
-plot(1-leobs(time2)./lepot(time2),(tsobs(time2)-tradpot(time2))./(tradstress(time2)-tradpot(time2)),'bo',...
-     1-leobs(time2)./lepot(time2),1-le(time2)./lepot(time2),'go')
- hold on
- lsline
- axis([-0.2 1.2 -0.2 1.2]);
- legend('Stress  tso-tsp/ts0-tsp serie','Stress  1-LE/LEpot')
- xlabel('Stress observé [-]')
- ylabel('Stress simulé [-]')
 
- 
- 
- figure(17)
- plot(1-leobs(time2)./lepot(time2),(hobs(time2)-hpot(time2))./(hstress(time2)-hpot(time2)),'rs')
- hold on
- lsline
- axis([-0.2 1.2 -0.2 1.2]);
- legend('Stress  LE','Stress  H')
- xlabel('Stress [-]')
- ylabel('Stress [-]')
- 
  
\ No newline at end of file