Hi selfbuilt,
you say:
I have two question on it:
1) why to choose a power relationship and not a quadratic one like this: y = a*x + b*x^2 ?
2) yor data seems undoubtfully non linear, but I cannot find any physical explanation to this fact, and my Physics degree unfortunately did not help...