Using map2mat for eof analysis!

I have a matrix mm_r of the size 361*361*36; where 36 represent the number of years
i need to make it of size 36*130321
% Get EOFs:
G = map2mat(ones(size(mm_r,3),size(mm_r,2)),mm_r);
  • *the error message is Attempted to access F(37,1); index out of bounds because size(F)=[36,361].
Error in map2mat (line 30) if F(ix,iy)>0**

2 comentarios

Walter Roberson
Walter Roberson el 13 de Mzo. de 2017
Is mat2map from the pcatool File Exchange contribution?
Sophia
Sophia el 15 de Mzo. de 2017
Yes, it is from pcatool file excahnge.

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Respuestas (3)

Chad Greene
Chad Greene el 13 de Mzo. de 2017

0 votos

Hi Sophia,
Be careful, because map2mat assumes the first dimension is time. For normal climate data (lon*lat*time or lat*lon*time) it's probably easier to use eof, which does all the reshaping for you.

6 comentarios

Sophia
Sophia el 13 de Mzo. de 2017
I did saw the eof before, but i also saw you mentioned there about pcatool so i moved back to pcatool
Chad Greene
Chad Greene el 13 de Mzo. de 2017
My eof function is little more than a wrapper for PCATool's caleof function to make it more user friendly.
Sophia
Sophia el 15 de Mzo. de 2017
So i used this instead
[eofmap,pc] = eof(mm_r,1);
I cannot understand the result, honestly i am not even sure what to expect as a result.
Chad Greene
Chad Greene el 15 de Mzo. de 2017
Hi Sophia,
I cannot understand your result either given the information you have provided.
Sophia
Sophia el 16 de Mayo de 2017
Editada: Sophia el 16 de Mayo de 2017
Hi
I used your eof technique as well..Somehow, does not matter what i choose as N, I mean 2 or 3 the total of all the eof is 99.9%, is there a reason for that or i am missing something..take a look at the codes below
Sophia
Sophia el 16 de Mayo de 2017
I changed it to 36, it seems somehow better now. is it like that ??

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Sophia
Sophia el 16 de Mayo de 2017
** the total is 99.9% **
clear all; clc;
data= load('north_x_y_lat_lon');
datacoord = reshape(data, 361,361,4);
lat = squeeze(datacoord(:,:,3));
long = squeeze(datacoord(:,:,4));
rlong = long*pi/180.;
rlat = lat*pi/180.;
load nsidc_sid_1979_2014.mat
N1=2;
[eof_maps,pc,expv] = eof(t_u,2);
[eof_maps1,pc1,expv1] = eof(t_v,2);
figure(1);clf;iw=1;jw=N1+2;
set(gcf,'MenuBar','none');
for i=1:iw*jw
if i<= iw*jw-2
C1 = squeeze(eof_maps(:,:,i));
C2 = squeeze(eof_maps1(:,:,i));
pc_u = pc';
pc_v = pc1';
subplot(iw,jw,i);
m_proj('stereographic','lat',90,'long', 300,'radius',35,'rect','on')
m_grid('linewi',1,'tickdir','out',...
'xtick',[],'ytick',[])
m_quiver(long(1:10:361,1:10:361), lat(1:10:361,1:10:361),-C1(1:10:361,1:10:361),-C2(1:10:361,1:10:361),2,'k')
m_coast('patch',[.6 .6 .6],'edgecolor','k')
axis on
set(gca,'Xticklabel',[])
set(gca,'Yticklabel',[])
title(strcat('EOF:',num2str(i),'/',num2str(expv(i)),'%'));
else
subplot(iw,jw,iw*jw-1);
plot(pc_u(:,1),'b','DisplayName','PC of u');
hold on
plot(pc_v(:,1),'r','DisplayName','PC of v');
grid on
xlabel('time')
title('PC')
legend(num2str([1:N1]'),2);
box on
subplot(iw,jw,iw*jw);
plot(pc_u(:,2),'b','DisplayName','PC of u');
hold on
plot(pc_v(:,2),'r','DisplayName','PC of v');
grid on
xlabel('time')
title('PC')
legend(num2str([1:N1]'),2);
box on
end
end
Sophia
Sophia el 16 de Mayo de 2017
the total again is 99.9%
clear all; clc;
data= load('north_x_y_lat_lon');
datacoord = reshape(data, 361,361,4);
lat = squeeze(datacoord(:,:,3));
long = squeeze(datacoord(:,:,4));
rlong = long*pi/180.;
rlat = lat*pi/180.;
load nsidc_sid_1979_2014.mat
N1=3;
[eof_maps,pc,expv] = eof(t_u,3);
[eof_maps1,pc1,expv1] = eof(t_v,3);
figure(1);clf;iw=1;jw=N1+3;
set(gcf,'MenuBar','none');
for i=1:iw*jw
if i<= iw*jw-3
C1 = squeeze(eof_maps(:,:,i));
C2 = squeeze(eof_maps1(:,:,i));
pc_u = pc';
pc_v = pc1';
subplot(iw,jw,i);
m_proj('stereographic','lat',90,'long', 300,'radius',35,'rect','on')
m_grid('linewi',1,'tickdir','out',...
'xtick',[],'ytick',[])
m_quiver(long(1:10:361,1:10:361), lat(1:10:361,1:10:361),-C1(1:10:361,1:10:361),-C2(1:10:361,1:10:361),2,'k')
m_coast('patch',[.6 .6 .6],'edgecolor','k')
axis on
set(gca,'Xticklabel',[])
set(gca,'Yticklabel',[])
title(strcat('EOF:',num2str(i),'/',num2str(expv(i)),'%'));
else
subplot(iw,jw,iw*jw-2);
plot(pc_u(:,1),'b','DisplayName','PC of u');
hold on
plot(pc_v(:,1),'r','DisplayName','PC of v');
grid on
xlabel('time')
title('PC')
legend(num2str([1:N1]'),2);
box on
subplot(iw,jw,iw*jw-1);
plot(pc_u(:,2),'b','DisplayName','PC of u');
hold on
plot(pc_v(:,2),'r','DisplayName','PC of v');
grid on
xlabel('time')
title('PC')
legend(num2str([1:N1]'),2);
box on
subplot(iw,jw,iw*jw);
plot(pc_u(:,3),'b','DisplayName','PC of u');
hold on
plot(pc_v(:,3),'r','DisplayName','PC of v');
grid on
xlabel('time')
title('PC')
legend(num2str([1:N1]'),2);
box on
end
end

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el 13 de Mzo. de 2017

Comentada:

el 16 de Mayo de 2017

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