How to create a surface plot of a function that uses colon operators?
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I have a following function:
function p = dist(n, theta, M, Ns, Nb, G, kappa)
Ntheta = 55;
logterm1 = sum( log(1: n + M - 1) ) - sum( log (1: M - 1)) - sum( log (1:n));
logterm2 = n.*(log (Ntheta) - log(1 + Ntheta));
logterm3 = M*log(1 + Ntheta);
total = logterm1 + logterm2 - logterm3;
p = exp(total);
end
function PE = Error(x, y)
p0 = x;
p1 = 1-x;
Ns = 1e-2;
Nb =10;
kappa = 1e-2;
G = 1.01;
M = 1e3;
Ntheta0 = 150;
Ntheta_pi = 33;
sigma0 = sqrt( Ntheta0.*( Ntheta0 + 1));
sigma_pi = sqrt( Ntheta_pi.*( Ntheta_pi + 1));
narray = 1:floor(y);
PX0LessthanTh = 0;
for na = narray
pp = dist(na, 0, M, Ns, Nb, G, kappa);
PX0LessthanTh = PX0LessthanTh + pp;
end
PXpiLessthanTh = 0;
for na = narray
pp = dist(na, pi, M, Ns, Nb, G, kappa);
PXpiLessthanTh = PXpiLessthanTh + pp;
end
PE = p0.*PX0LessthanTh + p1.*(1 - PXpiLessthanTh);
end
I am looking to create a surface plot of Error with respect to x and y. However, I because I am using a statement narray = 1:floor(y); I am getting an error:
The following error was reported evaluating the function in FunctionLine
update: Colon operands must be real scalars.
How can I modify my Error function above so that I can use 3D functions like surf.
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回答(2 个)
Harshavardhan
2025-4-29
The current “Error” function looks to be designed for scalar inputs. When used with “meshgrid” for surface plots, MATLAB passes arrays, leading to issues with expressions like “narray = 1:floor(y);”.
To resolve this, use “arrayfun” to evaluate the function for each (x,y) pair separately as shown below.
%Example x,y arrays
x = linspace(0, 1, 30);
y = linspace(1, 20, 30);
[X, Y] = meshgrid(x, y); %Make the X,Y grid
Z = arrayfun(@(xi, yi) Error(xi, yi), X, Y);% Using “arrayfun” to calculate Z(error)
figure
surf(X, Y, Z);
xlabel('x'); ylabel('y'); zlabel('Error');
title('Surface plot of Error(x, y)');
colorbar;
For more information on “arrayfun” and “meshgrid”, type the following commands in a MATLAB command window
doc meshgrid
doc arrayfun
Hope this helps.
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VBBV
2025-4-30
移动:VBBV
2025-5-2
@Rahul Bhadani It seems you have not defined the y variable. However, If its an external input value to the function Error then you need to ensure that its a scalar. In your case its doesnt seem to be scalar but rather a vector or a matrix. Since you have a for loop inside the function, the colon operator does not parse the vector inputs to a for loop index The solution would be to reshape the matrix and use numel instead of floor as below to get rid of the warning/error message
x = linspace(0, 1, 30);
y = linspace(1, 20, 30);
[X, Y] = meshgrid(x, y); %Make the X,Y grid
PE = Error(X,Y);
figure
surf(X,Y,PE)
function PE = Error(x, y)
p0 = x;
p1 = 1-x;
Ns = 1e-2;
Nb =10;
kappa = 1e-2;
G = 1.01;
M = 1e3;
Ntheta0 = 150;
Ntheta_pi = 33;
sigma0 = sqrt( Ntheta0.*( Ntheta0 + 1));
sigma_pi = sqrt( Ntheta_pi.*( Ntheta_pi + 1));
narray = 1:numel(y)
y = reshape(y,1,[]) %
PX0LessthanTh = 0;
for na = narray
pp = dist(y(na), 0, M, Ns, Nb, G, kappa);
% ^^
PX0LessthanTh = PX0LessthanTh + pp;
end
PXpiLessthanTh = 0;
for na = narray
pp = dist(y(na), pi, M, Ns, Nb, G, kappa);
% ^^
PXpiLessthanTh = PXpiLessthanTh + pp;
end
PE = p0.*PX0LessthanTh + p1.*(1 - PXpiLessthanTh);
end
function p = dist(n, theta, M, Ns, Nb, G, kappa)
Ntheta = 55;
logterm1 = sum( log(1: n + M - 1) ) - sum( log (1: M - 1)) - sum( log (1:n));
logterm2 = n.*(log (Ntheta) - log(1 + Ntheta));
logterm3 = M*log(1 + Ntheta);
total = logterm1 + logterm2 - logterm3;
p = exp(total);
end
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