Comparison of data sets, a quantitative description

Dear all,
I want to find a way to quantify the similarity/dissimilarity of different data sets.
One data set contains data points (x,y) of one measurement serie. The picture shows 3 exemplary data sets with an exponential fit including a confidence interval of 68%. Which ways are most suited to compare data like that?