Kingman's formula explained
In queueing theory, a discipline within the mathematical theory of probability, Kingman's formula, also known as the VUT equation, is an approximation for the mean waiting time in a G/G/1 queue.[1] The formula is the product of three terms which depend on utilization (U), variability (V) and service time (T). It was first published by John Kingman in his 1961 paper The single server queue in heavy traffic.[2] It is known to be generally very accurate, especially for a system operating close to saturation.
Statement of formula
Kingman's approximation states:
E(Wq) ≈ \left(
\right)\left(
\right)\tau
where
is the mean waiting time,
τ is the mean service time (i.e.
μ = 1/
τ is the service rate),
λ is the mean arrival rate,
ρ =
λ/
μ is the utilization,
ca is the
coefficient of variation for arrivals (that is the standard deviation of arrival times divided by the mean arrival time) and
cs is the coefficient of variation for service times.
Notes and References
- Shanthikumar . J. G. . Ding . S. . Zhang . M. T. . 10.1109/TASE.2007.906348 . Queueing Theory for Semiconductor Manufacturing Systems: A Survey and Open Problems . IEEE Transactions on Automation Science and Engineering . 4 . 4 . 513 . 2007 .
- Kingman . J. F. C. . John Kingman. 10.1017/S0305004100036094 . The single server queue in heavy traffic . Mathematical Proceedings of the Cambridge Philosophical Society. 57 . 4 . 902 . October 1961 . 2984229.