Consider a branching process with immediate offspring distribution $\xi \sim \operatorname{Bin}(m, p)$, where $m$ is a constant. Let $\phi(s)$ be the generating function of $\xi$, i.e. $\phi(s) = (1 - p + s p)^m$, and let $\phi_n(s) := \underbrace{(\phi \circ \phi \circ \ldots \circ \phi)}_{n\text{ times}}(s)$.
Let $p$ be such that we know that the branching process will go extinct (i.e. $\mathbb{E}\xi = m p \leq 1$). Let $T$ denote the time (generation) at which the branching process will go extinct.
I am trying to find what is $\mathbb{E}T$. What I know is that $\mathbb{P}(T = t) = \phi_t(0) - \phi_{t - 1}(0)$, and so $$ \mathbb{E}T = \sum\limits_{t = 1}^{+\infty} t \mathbb{P}(T = t) = \sum\limits_{t = 1}^{+\infty} t (\phi_t(0) - \phi_{t - 1}(0))\text{.} $$
However, I cannot get to a closed form. Any ideas? Could there perhaps be a simpler way?