To first solve for the identity, I did:
$a*e=a^{\ln(e)}=a$
$e*a=e^{\ln(a)}=a$
So in both cases, I'm unable to solve for $e$. Would this simply mean that there's no identity in the set? And so it follows that there's no way that any element in the set has an inverse?
It means $e \approx 2.718 \ldots $ is the identity in this group as you have shown in your question. I think you think $e$ is the symbol for identity, but it is Euler's number, the base of the natural logarithm. This looks like the inverse of $a$ is $e^{\frac{1}{\ln(a)}}$