A simple model for the arrangement of florets in a sunflower was given by Vogel:
$r = c\sqrt{n}$
$\theta = 137.508 n$
Where $r$ and $\theta$ are polar coordinates, $c$ is some constant and $n$ is the index number of the floret. In this image each floret is marked by a blue point:

I am trying to recreate it. The problem is:
- How do I determine the correct constants to generate the flower in the photo?
I do have information about the flower such as the position of the florets. I will do the calculations in Mathematica.
Update. I later managed to do this but the results weren't impressive, probably because the mode simply isn't that good.
Not knowing anything else about the problem domain, I'd take a look at the Nelder-Mead method. It's general and robust.
As far as what to vary, here's what I'd start with.