fitting a gamma model to a data set
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Hello,
I have a horrible equation that I need to fit some data to. How may I go about doing this?
This is the function:
where the gamma presumably is this thing:
I have 32 data points evenly spaced from 1 to 32.
Any ideas on how to start would be really appreciated!
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Rohit Kulkarni
2023-8-28
Hi,
In my understanding you want to model the above functions and then fit the a vector of values from 1 to 32 in these. You can use symbolic equation to model such expressions:
syms f(mu) N(D,mu)
f(mu) = ((6/3.67^4)) * ((3.67 + mu)^(mu + 4))/gamma(mu+4);
N(D,mu) = Nw * f(mu) * ((D/D_0)^mu) * exp(-(3.67 + mu) * (D/D_0));
MATLAB offers a built-in function called gamma that allows you to calculate the values of the gamma function.
From the equation provided, it can assumed that 'D' and 'mu' are variables and all others are constants.
Then create a vector v and substitute it for mu, also provide the values for 'D' variable.
v = 1:32;
ans = N(D,v);
Hope it helps!
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