Typically, in problems such as this, there is some idea of what kind of function (linear, quadratic, power, logarithmic, exponential, etc.) should fit the data. Do you have any physics behind this problem? Or more context? The data looks to me like a simple linear function would do fairly well. Have you tried a linear function? If so, what is the R squared value?