Queueing Theory Calculator (M/M/1, M/M/c) illustration

Queueing Theory Calculator (M/M/1, M/M/c)

Computes the standard steady-state metrics for M/M/1 and multi-server M/M/c queues: utilization, average queue length, waiting time, probability of an empty system and the Erlang C probability of having to wait. Built on Little’s law L = λW, the deceptively simple identity that holds for any stable queue.

Notes

  • Stability requires ρ = λ/(cμ) < 1 — otherwise the queue grows without bound.
  • Waiting time explodes as ρ → 1: at 90% utilization the M/M/1 queue is 9 customers long on average.
  • Little’s law L = λW needs no assumptions about distributions — it is bookkeeping, not statistics.