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fitting a gamma model to a data set

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Rowan Humphreys
Rowan Humphreys el 22 de Nov. de 2022
Respondida: Rohit Kulkarni el 28 de Ag. de 2023
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!
  1 comentario
Torsten
Torsten el 22 de Nov. de 2022
Editada: Torsten el 22 de Nov. de 2022
Which parameters do you want to fit ? For which variable(s) in the equation do you have these 32 data ?

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Respuestas (1)

Rohit Kulkarni
Rohit Kulkarni el 28 de Ag. de 2023
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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