elec_sphere_fit - find radius of sphere and closest spherical points to XYZ Usage: [r,x,y,z] = elec_sphere_fit(X,Y,Z,xo,yo,zo) Notes: The general formula for a sphere, with radius r is given by: (x - xo)^2 + (y - yo)^2 + (z - zo)^2 = r^2 This function takes arguments for cartesian co-ordinates of X,Y,Z (assume Z > 0) and the center of the sphere (xo,yo,zo). If (xo,yo,zo) are not provided, they are assumed (0,0,0). Returns values are the radius 'r' and the (x,y,z) Cartesian co-ordinates for the fitted sphere. See also, elec_sphere_project.m
0001 function [r,x,y,z] = elec_sphere_fit(X,Y,Z,xo,yo,zo,estim) 0002 0003 % elec_sphere_fit - find radius of sphere and closest spherical points to XYZ 0004 % 0005 % Usage: [r,x,y,z] = elec_sphere_fit(X,Y,Z,xo,yo,zo) 0006 % 0007 % Notes: The general formula for a sphere, with radius r is given by: 0008 % 0009 % (x - xo)^2 + (y - yo)^2 + (z - zo)^2 = r^2 0010 % 0011 % This function takes arguments for cartesian co-ordinates 0012 % of X,Y,Z (assume Z > 0) and the center of the sphere (xo,yo,zo). 0013 % If (xo,yo,zo) are not provided, they are assumed (0,0,0). 0014 % 0015 % Returns values are the radius 'r' and the (x,y,z) Cartesian 0016 % co-ordinates for the fitted sphere. 0017 % 0018 % See also, elec_sphere_project.m 0019 % 0020 0021 % $Revision: 1.1 $ $Date: 2005/07/12 21:43:56 $ 0022 0023 % Licence: GNU GPL, no implied or express warranties 0024 % History: 06/01 Darren.Weber_at_radiology.ucsf.edu 0025 % 0026 %%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%% 0027 0028 % initialise centroid, unless input parameters defined 0029 if ~exist('xo','var') xo = 0; else, if isempty(xo) xo = 0; end, end 0030 if ~exist('yo','var') yo = 0; else, if isempty(yo) yo = 0; end, end 0031 if ~exist('zo','var') zo = 0; else, if isempty(zo) zo = 0; end, end 0032 0033 % The data is assumed a rough hemisphere. 0034 % To fit to a sphere, we duplicate first, with negative Z. 0035 0036 Zmin = min(Z); Z = Z + ( 0 - Zmin ); % translate Z so min(Z) = zero 0037 % also used below to recalc Z 0038 X2 = [X;X]; 0039 Y2 = [Y;Y]; 0040 Z2 = [Z;-Z]; 0041 0042 % Initialise r0 as a rough guess at the sphere radius 0043 rX = (max(X2) - min(X2)) / 2; 0044 rY = (max(Y2) - min(Y2)) / 2; 0045 rZ = (max(Z2) - min(Z2)) / 2; 0046 r0 = mean([ rX rY rZ ]); 0047 0048 if ~exist('estim','var') estim = 1; 0049 else, if isempty(estim) estim = 1; end, end 0050 0051 if estim ==1, 0052 fprintf('\n%s%f\n', 'Initial spherical radius = ', r0); end 0053 0054 % perform least squares estimate of spherical radius (r) 0055 options = optimset('fminsearch'); 0056 [r,fval,exitflag,output] = fminsearch('elec_sphere_fit_optim',... 0057 r0, options, X2, Y2, Z2, xo, yo, zo); 0058 %fprintf('\n%s%f\n', 'Iterations = ', output.iterations); 0059 %fprintf('\n%s%d\n', 'Exit = ', exitflag); 0060 0061 if estim ==1, 0062 fprintf('%s%f\n', 'Estimated spherical radius = ', r); end 0063 0064 0065 %%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%% 0066 % Fit all X,Y,Z to sphere 0067 % 0068 % It'd be better to find the intersection of the line from (xo,yo,zo) 0069 % to (x,y,z) intersecting the sphere: 0070 % 0071 % (sX,sY,sZ) where s = 1 / (X/r)^2 + (Y/r)^2 + (Z/r)^2 0072 % 0073 % Instead, this routine generates points on the sphere 0074 % and then locates the closest of these to each (x,y,z). 0075 0076 [Xs,Ys,Zs] = elec_sphere_points(40,80,r); 0077 0078 % For each given X,Y,Z point, locate the nearest Xs,Ys,Zs. 0079 0080 x = zeros(size(X)); y = zeros(size(Y)); z = zeros(size(Z)); 0081 0082 for s = 1:length(X) 0083 0084 xs = X(s); ys = Y(s); zs = Z(s); % Get original values 0085 0086 % Generate matrix of linear distances between point (X,Y,Z) 0087 % and all points on the sphere (Xs,Ys,Zs). Could be arc 0088 % length, but doesn't matter here. 0089 d = sqrt( (Xs-xs).^2 + (Ys-ys).^2 + (Zs-zs).^2 ); 0090 m = min(min(d)); 0091 0092 index = find (d <= m); i = index(1); 0093 0094 if isfinite(Xs(i)) x(s) = Xs(i); 0095 else fprintf('\n\aWarning: Xs(i) is NaN: %d', Xs(i)); end 0096 if isfinite(Ys(i)) y(s) = Ys(i); 0097 else fprintf('\n\aWarning: Ys(i) is NaN: %d', Ys(i)); end 0098 if isfinite(Zs(i)) z(s) = Zs(i); 0099 else fprintf('\n\aWarning: Zs(i) is NaN: %d', Zs(i)); end 0100 0101 end 0102 z = z + Zmin; % restore z to original height 0103 Zs = Zs + Zmin;