A closed migration process is a continuous-time Markov chain with state , conserved population , and transition rates
Here , for , and is a fixed stochastic routing matrix. Take for convenience; self-routing can instead be omitted from the actual jumps. Assume irreducible routing. Let positive traffic weights satisfy . Define , . The product-form stationary distribution of a closed migration process is
To prove it, an incoming transition to comes from , and is possible only if . The weight ratio gives
Summing over and using the traffic equations gives . Summing then over equals , the outgoing probability flux, proving global balance for a continuous-time Markov chain. The state space is finite and irreducible, so this normalized stationary distribution is unique. Detailed balance is not required; a directed routing cycle, for example, is not reversible.
For the switchboard, make each of the lines one circulating individual. Use colonies for free lines, calls waiting for or receiving the operator's connection service, and already connected calls. The transitions form the cycle , with departure rates
The first rate is , not : incoming calls form one external Poisson process, not one per free line. An arrival when changes no state and is counted as lost. Exponential connection and conversation times make this the required continuous-time Markov chain; only one call receives the operator's service at a time, whereas every connected call independently completes at rate .
The cyclic traffic weights can all be chosen equal to one. Multiplying all unnormalized weights by the same gives, for ,
If is the number of occupied lines, sum over the possibilities for the connected-call count:
Thus the normalizer is and the full-state probability is . By Poisson arrivals see time averages, this is also the long-run fraction of attempted calls rejected:
One can also see the arrival-rate argument directly: the lost-call counting process has conditional intensity , so its equilibrium rate is ; dividing by the total attempted-call rate gives the same fraction. As an independent check, stationary flow conservation in a finite-line switchboard gives .