estimate reaction rate from time course concentration measurments via regression

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I try to estimate the decay rate r of a substance x. I do have time course measurements of x in a system where x is produced with a constant rate c. So I would like to set up an equation describing the concentration as a function of time, and use this equation in a regression analysis to estimate the two unknown variables r and c.

I looked around and only found Concentration of Solution as Time Progresses which is similar but not quite the same.

Here is what I came up with so far. The change of concentration x at time t is in my model

x'(t) = c - r * x(t)

a steady influx of c and a proportional decay of r*x. If I solve this equation (using wolfram alpha as a black box I have to admit) I get

x(t) = c/r + k*exp(-rt)

This result does not behave as expected. I expect a function describing the linear increase coupled with an exponential decrease term. The former is missing in the results I obtain.

Could somebody please point me to the error in reasoning I obviously suffer from?

thank you very much.