An exponential distribution is continuous. Its pdf is $\mu e^{-\mu b}$
So the expectation you're looking for is just $\displaystyle \int_0^\infty \mu e^{-\mu b}\cdot e^{-b}\cdot\frac{b^k}{k!} ~db$, where k is a constant.
If you didn't know this formula, I'll explain it later, I have to go sleep