Method and apparatus for allocating link bandwidth as function of QOS requirement
View Patent ↗A method is provided for determining a bandwidth allocation needed to provide a specified QOS requirement that takes appropriate account of statistical variations for packet streams in a transmission link. In particular, a statistical model of the packet stream is formed using fractional sum difference statistical models and the model is evaluated in respect to synthetically generated traffic streams. The bandwidth allocation approach is specified in terms of the bandwidth, β, required for a traffic load, τ, subject to the requirements of a maximum queuing delay, δ, and a packet loss limitation parameter, ω. Accordingly, that bandwidth allocation approach is implemented as a statistical model for β as a function of τ, δ and ω.
1. A method for determining a bandwidth required for meeting one or more quality-of-service (“QoS”) criterion on a transmission link comprising the steps of:
generating a plurality of streams of traffic for the transmission link;
conducting a plurality of simulations of bandwidth for the link, based on generated traffic streams and using systematically varying values of the one or more QoS criterion;
developing a statistical model of the transmission link based on the simulations, the statistical model specifying a bandwidth requirement for achieving at least one of the QoS criterion as a function of bandwidth, traffic load, queuing delay and packet loss, the model further specifying a link utilization (u), defined as a ratio of traffic load (τ) on the link to link bandwidth (β) (u=τ/β), as an algebraic function of queuing delay (δ) and delay probability (ω); and
applying the developed model to determine bandwidth required to meet the one or more QoS criterion on a link.
2. The method of claim 1 wherein each of the generated traffic streams has a fixed traffic bit rate and the traffic bit rate varies from stream to stream.
3. The method of claim 1 wherein the streams of traffic are organized into packets and the traffic streams are defined by packet arrivals and sizes.
4. The method of claim 1 wherein the traffic streams are generated synthetically based on a statistical model.
5. The method of claim 4 wherein the statistical model is a Fractional Sum Difference model.
6. The method of claim 1 wherein the step of conducting plural simulations includes the sub-steps of:
choosing a trial bandwidth for a given simulation; and
iteratively repeating the simulation with an incremental change in the trial bandwidth until a QoS value realized for the simulation substantially matches a selected QoS criterion.
7. A method for determining a bandwidth required for meeting one or more quality-of-service (“QoS”) criterion on a transmission link comprising the steps of:
generating a plurality of streams of traffic for the transmission link;
conducting a plurality of simulations of bandwidth for the link, based on generated traffic streams and using systematically varying values of the one or more QoS criterion;
developing a model addressed to a relationship between bandwidth and the one or more QoS criterion based on the simulations; and
applying the developed model to determine bandwidth required to meet the one or more QoS criterion on a link;
wherein the developed model is of the form:
log
2
(
u
1
-
u
)
=
μ
+
o
δ
log
2
(
δ
)
+
o
ω
(
-
log
2
(
-
log
2
(
ω
)
)
)
+
ε
,
where u is the QoS utilization, δ is the queuing delay, ω is the delay probability, ε is a random variable with mean 0 and variance σ 2 (ε), μ is a constant for a given traffic stream, serving as a summary of the statistical properties of the stream, and o δ and o ω are empirically determined constants.
8. The developed model of the form claimed in claim 7 wherein:
o δ ≅0.379 , o ω ≅0.863 and σ 2 (ε)≅0.113.
9. The developed model of the form claimed in claim 7 wherein:
μ= o+o τ (log 2 (τ)−24)+ξ
where ξ is a random variable with mean 0 and variance σ 2 (ξ) and o and o τ are empirically determined constants.
10. The developed model of the form claimed in claim 9 wherein:
o≅ 5.500, o τ ≅0.709 and σ 2 (ξ)≅0.036.
11. A method for determining a bandwidth required for meeting one or more quality-of-service (“QoS”) criterion on a transmission link comprising the steps of:
generating a plurality of streams of traffic for the transmission link;
conducting a plurality of simulations of bandwidth for the link, based on generated traffic streams and using systematically varying values of the one or more QoS criterion;
developing a model addressed to a relationship between bandwidth and the one or more QoS criterion based on the simulations; and
applying the developed model to determine bandwidth required to meet the one or more QoS criterion on a link;
wherein the developed model is of the form:
logit 2 ( u )= o+o τ τ+o δ log 2 (δ)+ o ω (−log 2 (−log 2 (ω)))+ψ,
where u is the QoS utilization, τ is the link bit rate, δ is the queuing delay, ω is the delay probability, ψ=ε+ξ is a normal random variable with mean 0 and variance σ 2 (ψ)=σ 2 (ε)+σ 2 (ξ) and o, o τ , o δ and o ω are empirically determined constants.
12. The developed model of the form claimed in claim 11 wherein:
o≅ 5.500, o τ ≅0.709, o δ ≅0.379, o ω ≅0.863 and σ 2 (ψ)≅0.119.