Water that is stored in $t$, $s_t$, must equal the storage content of the previous stage,
$s_{t-1}$, plus a stochastic inflow, $I_t$, minus what is being released in $t$, $r_t$.
With $s_0$ defined as the initial storage content in $t=1$, we have