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function [binMean,binStandardDev]=2Drebin( x,y,z,sx,sy ) | ||
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mask=~(isnan(x) | isnan(y) | isnan(z)); | ||
x=x(mask); | ||
y=y(mask); | ||
z=z(mask) | ||
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XbotEdge=min(x(:)); | ||
XtopEdge=max(x(:)); | ||
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YbotEdge=min(x(:)); | ||
YtopEdge=max(x(:)); | ||
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XbinEdges=XbotEdge:sx:XtopEdge; | ||
YbinEdges=YbotEdge:sy:YtopEdge; | ||
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[~,XwhichBin]=histc(x,XbinEdges); | ||
[~,YwhichBin]=histc(y,YbinEdges); | ||
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% progressbar(0) | ||
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for i=0:numel(XbinEdges) | ||
for j=0:numel(YbinEdges) | ||
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XflagBinMembers=(XwhichBin==i); | ||
YflagBinMembers=(YwhichBin==i); | ||
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binMembers=z(XflagBinMembers & YflagBinMembers); | ||
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binMean(i+1,j+1)=mean(binMembers); | ||
binStandardDev(i+1,j+1)=std(binMembers); | ||
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% progressbar(i/numel(binEdges)); | ||
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end | ||
end | ||
% | ||
% progressbar(1) | ||
% | ||
% binMean=binMean(2:end); | ||
% binStandardDev=binStandardDev(2:end); | ||
% binCenters=binEdges+s/2; | ||
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function lmcosi=AddZeroHarm(lmcosi,Value) | ||
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s=size(lmcosi); | ||
first_line=zeros(1,s(2)); | ||
first_line(3)=Value; | ||
lmcosi=[first_line;lmcosi]; |
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%% PCA of Admittance | ||
% [coeff,score,latent,tsquared,explained,mu] = pca(Z_t); | ||
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%Z_t=density_t; | ||
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sz=size(Z_t); | ||
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[w,pc,ev,tsquared] = princomp(Z_t); | ||
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mean_Z_t=mean(Z_t); | ||
mean_Z_t=repmat(mean_Z_t,[sz(1) 1]); | ||
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Ncomp=3; | ||
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RGBcomp=[1 2 3]; | ||
MaxDegreeExp=24; | ||
% Npc=5; | ||
for Npc=1:Ncomp | ||
% Y=w(:,Npc); | ||
Y=w(:,Npc)'; | ||
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lmcosi_Y=xyz2plm(Y,MaxDegreeExp,'irr',fii,lambdai); | ||
[Y_sh(:,:,Npc),lonsh,latsh]=plm2xyz(lmcosi_Y,Resolution); | ||
[lonsh,latsh]=meshgrid(lonsh,latsh); | ||
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AGUaxes | ||
hp=pcolorm(latsh/180*pi,lonsh/180*pi,Y_sh(:,:,Npc)); shading interp | ||
cb1=colorbar('FontSize',20); | ||
% ylabel(cb1,'Effective density [kg/m ^3] ','FontSize',20); | ||
%PlotVestaFeatures | ||
title(['Principal component # ' num2str(Npc)],'FontSize',20); | ||
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end | ||
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s_sh=size(Y_sh); | ||
RGB=zeros(s_sh(1),s_sh(2),3); | ||
RGB(:,:,1)=Y_sh(:,:,RGBcomp(1)); | ||
RGB(:,:,2)=Y_sh(:,:,RGBcomp(2)); | ||
RGB(:,:,3)=Y_sh(:,:,RGBcomp(3)); | ||
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Rrange= max(max(RGB(:,:,1)))-min(min(RGB(:,:,1))); | ||
Grange= max(max(RGB(:,:,2)))-min(min(RGB(:,:,2))); | ||
Brange= max(max(RGB(:,:,3)))-min(min(RGB(:,:,3))); | ||
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RGB(:,:,1)=(RGB(:,:,1)-min(min(RGB(:,:,1))))/Rrange; | ||
RGB(:,:,2)=(RGB(:,:,2)-min(min(RGB(:,:,2))))/Grange; | ||
RGB(:,:,3)=(RGB(:,:,3)-min(min(RGB(:,:,3))))/Brange; | ||
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AGUaxes | ||
% axesm('mollweid','frame','on','FontSize',24); | ||
pl_pcr=surfm(latsh/180*pi,lonsh/180*pi,ri); shading interp | ||
% colormap jet | ||
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% plot_pc=surflsrm(latsh/180*pi,lonsh/180*pi,ri); | ||
% | ||
set(pl_pcr,'CData',RGB); | ||
%PlotVestaFeatures | ||
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ShowVestaLow | ||
lighting phong | ||
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light_handle1=light('Style','infinite'); | ||
light_handle2=light('Style','infinite'); | ||
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set(h,'CData',RGB); | ||
lambda_light=0; | ||
fi_light=90; | ||
[x_light, y_light, z_light]=sph2cart(lambda_light/180*pi,fi_light/180*pi,1); | ||
set(light_handle1,'Position',[x_light, y_light, z_light]); | ||
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lambda_light=0; | ||
fi_light=-90; | ||
[x_light, y_light, z_light]=sph2cart(lambda_light/180*pi,fi_light/180*pi,1); | ||
set(light_handle2,'Position',[x_light, y_light, z_light]); | ||
%% plot principal componet | ||
take_comp=[1 2 3 4 5]; | ||
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figure; hold on; | ||
set(gca,'FontSize',20); | ||
plot(GoodDegrees,pc(:,take_comp)); | ||
% legend(take_comp) | ||
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%% Reconstruct data | ||
take_comp=[1 2 3 4 5 6]; | ||
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Z_tr=pc(:,take_comp)*w(:,take_comp)'; | ||
Z_tr=Z_tr+mean_Z_t; | ||
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for i=1:sz(2) | ||
% density_mean_tr(i)=mean((Z_t(:,i))./Z_t_shape(:,i)*rho); | ||
% density_mean_tr(i)=mean(Z_tr(:,i)./Z_t_shape(:,i)*rho); | ||
% p_tr(i,:)=polyfit(GoodDegrees,(Z_tr(:,i)./Z_t_shape(:,i)*rho)',1); | ||
density_mean_tr(i)=mean(Z_tr(:,i)); | ||
p_tr(i,:)=polyfit(GoodDegrees,(Z_tr(:,i))',1); | ||
% density_std(i)=std(Z_tr(:,i)); | ||
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end | ||
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% | ||
lmcosi_den_tr=xyz2plm(density_mean_tr,MaxDegreeExp,'irr',fii,lambdai); | ||
[density_mean_sh_tr,lonsh,latsh]=plm2xyz(lmcosi_den_tr,Resolution); | ||
[lonsh,latsh]=meshgrid(lonsh,latsh); | ||
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AGUaxes | ||
pcolorm(latsh/180*pi,lonsh/180*pi,density_mean_sh_tr); shading interp | ||
cb1=colorbar('FontSize',20); | ||
ylabel(cb1,'Effective density [kg/m ^3] ','FontSize',20); | ||
PlotVestaFeatures | ||
title('Effective density ','FontSize',20); | ||
% | ||
lmcosi_p1_tr=xyz2plm(p_tr(:,1),MaxDegreeExp,'irr',fii,lambdai); | ||
[p1_sh_tr,lonsh,latsh]=plm2xyz(lmcosi_p1_tr,Resolution); | ||
[lonsh,latsh]=meshgrid(lonsh,latsh); | ||
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AGUaxes | ||
pcolorm(latsh/180*pi,lonsh/180*pi,p1_sh_tr); shading interp | ||
cb1=colorbar('FontSize',20); | ||
ylabel(cb1,'Effective density slope [kg/m ^3/degree] ','FontSize',20); | ||
PlotVestaFeatures | ||
title('Effective density slope ','FontSize',20); | ||
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% | ||
% lmcosi_std_tr=xyz2plm(density_std,MaxDegreeExp,'irr',fii,lambdai); | ||
% [density_std_sh_tr,lonsh,latsh]=plm2xyz(lmcosi_std_tr,Resolution); | ||
% [lonsh,latsh]=meshgrid(lonsh,latsh); | ||
% | ||
% AGUaxes | ||
% pcolorm(latsh/180*pi,lonsh/180*pi,density_std_sh_tr); shading interp | ||
% cb1=colorbar('FontSize',20); | ||
% ylabel(cb1,'Effective std [kg/m ^3] ','FontSize',20); | ||
% PlotVestaFeatures | ||
% title('Effective std ','FontSize',20); | ||
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100*ev(take_comp)/sum(ev) | ||
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figure | ||
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bar(100*ev(take_comp)/sum(ev)) | ||
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ccc | ||
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%% Admittance | ||
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GravityFileName='/Users/antonermakov/Dawn/Gravity/VESTA20G/JGV20G02.SHA'; | ||
[lmcosi_grav,Rref,mu,mu_std]=ReadGRAILGravityModel(GravityFileName); | ||
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lmcosi_grav=AddZeroHarm(lmcosi_grav,1); | ||
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Resolution=1; | ||
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MaxTopoPower=10; | ||
MaxDegreeTopo=100; | ||
MaxDegreeGrav=20; | ||
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% int_str_fig=figure('color',[0 0 0]); | ||
% plotplm(lmcosi_mantle_shape_new,[],[],2,1,[],[],[]); | ||
% alpha(0.5) | ||
% hold on | ||
% | ||
load VestaHASTALAVESTAshape_sh720.mat | ||
lmcosi_shape=TruncateGravityModel(lmcosi_shape,MaxDegreeTopo,1); | ||
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MeanRadius=lmcosi_shape(1,3); | ||
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% lmcosi_shape(:,3)=lmcosi_shape(:,3)/MeanRadius; | ||
% lmcosi_shape(:,4)=lmcosi_shape(:,4)/MeanRadius; | ||
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%% Computing admittance | ||
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% Adm=SphericalHarmonicAdmittance(lmcosi_grav,lmcosi_shape,'r'); | ||
% | ||
% hold on; | ||
% | ||
% n=1:MaxDegreeTopo; | ||
% | ||
% CompDepth=10000; | ||
% | ||
% zeta=CompDepth/MeanRadius; | ||
% | ||
% rho_ratio=3000/3457; | ||
% | ||
% AdmTheor=3./(2*n+1).*((1-zeta).^n).*rho_ratio; | ||
% | ||
% | ||
%ri=plm2xyz(lmcosi_shape,1)-MeanRadius; | ||
% | ||
%ri_power=ri.^2; | ||
% | ||
%lmcosi_shape_power=xyz2plm(ri_power,MaxDegreeTopo,'im',[],[],[]); | ||
% | ||
% | ||
% | ||
% plot(n,AdmTheor); | ||
% | ||
% set(gca,'YScale','Log'); | ||
% set(gca,'XScale','Log'); | ||
% | ||
% xlim([2 20]); | ||
% ylim([0 0.6]); | ||
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%% Admittance of a non-spherical body | ||
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Rref=265000; | ||
mu=17.29e9; | ||
rho=3457; | ||
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lmcosi_shape(2:end,3)=lmcosi_shape(2:end,3); | ||
lmcosi_shape(2:end,4)=lmcosi_shape(2:end,4); | ||
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[ri,~,~,~]=plm2xyz(lmcosi_shape,Resolution); | ||
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lmcosi_shape(:,3)=lmcosi_shape(:,3)/1000; | ||
lmcosi_shape(:,4)=lmcosi_shape(:,4)/1000; | ||
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lmcosi_shape(:,3)=lmcosi_shape(:,3); | ||
lmcosi_shape(:,4)=lmcosi_shape(:,4); | ||
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lmcosi_grav_shape=TopoSH2GravitySH(ri,mu,rho,Rref,MaxDegreeTopo,MaxDegreeGrav,MaxTopoPower); | ||
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% lmcosi_calc=AddZeroHarm(lmcosi_calc,1); | ||
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% | ||
lmcosi_grav_shape(:,3)=lmcosi_grav_shape(:,3).*(lmcosi_grav_shape(:,1)+1)*mu/(Rref^2)*1e5; | ||
lmcosi_grav_shape(:,4)=lmcosi_grav_shape(:,4).*(lmcosi_grav_shape(:,1)+1)*mu/(Rref^2)*1e5; | ||
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lmcosi_grav(:,3)=lmcosi_grav(:,3).*(lmcosi_grav(:,1)+1)*mu/(Rref^2)*1e5; | ||
lmcosi_grav(:,4)=lmcosi_grav(:,4).*(lmcosi_grav(:,1)+1)*mu/(Rref^2)*1e5; | ||
% | ||
% lmcosi_calc(:,3)=lmcosi_calc(:,3).*(lmcosi_calc(:,1)+1)*mu/(Rref^2)*1e5; | ||
% lmcosi_calc(:,4)=lmcosi_calc(:,4).*(lmcosi_calc(:,1)+1)*mu/(Rref^2)*1e5; | ||
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Adm_homo=SphericalHarmonicAdmittance(lmcosi_grav_shape,lmcosi_shape); | ||
Adm_obs=SphericalHarmonicAdmittance(lmcosi_grav,lmcosi_shape); | ||
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% Adm_calc=SphericalHarmonicAdmittance(lmcosi_calc,lmcosi_shape); | ||
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% set(gca,'YScale','Log'); | ||
% set(gca,'XScale','Log'); | ||
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n=1:MaxDegreeGrav; | ||
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hold on; | ||
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plot(n,Adm_homo,'o-','Color','r','LineWidth',4,'MarkerSize',2); | ||
plot(n,Adm_obs,'o-','Color','b','LineWidth',4,'MarkerSize',2); | ||
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title('Gravity/Topography Admittance','FontSize',25,'FontName','Times'); | ||
xlabel('Degree','FontSize',25,'FontName','Times'); | ||
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grid on; | ||
hold on; | ||
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AdmTheor=3./(2*(n)+1).*((MeanRadius/Rref).^n).*(n+1)*mu/(Rref^2)*1e5/1000; | ||
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plot(n,AdmTheor,'Color','k','LineWidth',4,'MarkerSize',2); | ||
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% plot(1:16,Adm_calc,'o-','Color','g','LineWidth',4,'MarkerSize',2); | ||
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% ylim([0 1]); | ||
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%% | ||
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legend({'homogenous','observed','linear','model'},'fontsize',20); | ||
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set(gca,'FontSize',20) | ||
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% set(gca,'YScale','Log'); | ||
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% ylim([0.04,1]); | ||
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function Z=AiryAdmittance(R,g,nu,rhomean,rhomantle,rhocrust,E,d,n,tl) | ||
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l=CompensationLevel(R,g,nu,rhomean,rhomantle,rhocrust,E,d,n); | ||
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% l=1; | ||
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Coef=1.6*1e5/R*1000; | ||
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Z=Coef*3./(2.*n+1).*(rhocrust./rhomean).*(1-((1-tl./R).^n).*l).*(n+1); |
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function Z=AiryAdmittanceFun(x,n) | ||
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g=1.6; | ||
nu=0.25; | ||
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% rhocrust=2600; | ||
rhomantle=3220; | ||
rhomean=3344; | ||
Rref=1738000; | ||
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% h_comp=2*x(2); | ||
% (R,g,nu,rhomean,rhomantle,rhocrust,E,d,n,tl) | ||
Z=AiryAdmittance(Rref,g,nu,rhomean,rhomantle,x(3),x(1),x(2),n,2*x(2)); | ||
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function [lambda,fi]=AxesOrientation(evecs) | ||
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a_vec=evecs(:,1); | ||
b_vec=evecs(:,2); | ||
c_vec=evecs(:,3); | ||
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lambda_a=atan2(a_vec(2),a_vec(1))*180/pi; | ||
lambda_b=atan2(b_vec(2),b_vec(1))*180/pi; | ||
lambda_c=atan2(c_vec(2),c_vec(1))*180/pi; | ||
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fi_a=atan2(a_vec(3),norm([a_vec(1) a_vec(2)]))*180/pi; | ||
fi_b=atan2(b_vec(3),norm([b_vec(1) b_vec(2)]))*180/pi; | ||
fi_c=atan2(c_vec(3),norm([c_vec(1) c_vec(2)]))*180/pi; | ||
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lambda=[lambda_a lambda_b lambda_c]; | ||
fi=[fi_a fi_b fi_c]; |
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