Estimator for end-to-end throughput of wireless networks
View Patent ↗The present invention presents an architecture to dynamically measure and estimate the throughput perceived by a user during a connection in real-time in a wireless network system. The architecture system design of the present invention allows for information gathering independent of the mathematical models used and takes into account security settings in the network hosts. The present invention also sets forth a number of throughput estimators (TEs) that can be used within the architecture to gather the information needed to carry out the throughput estimation calculations. The throughput estimations can then be used for download rate control, QoS, load balancing, etc. The present invention also provides algorithms to calculate the real-time throughput experienced by a user flow.
1. A method of optimizing download rate to a mobile host from an application server in a telecommunications network, said method comprising:
providing an information gateway between said mobile host and said application server capable of adjusting said download rate;
measuring a throughput rate using the following equation
R(τ)=M/Δt, wherein R(τ) is the measured throughput rate, Δt is a measurement time interval, τ be a current measurement time and M is a number of messages that arrive during the time interval;
calculating an estimated throughput rate for an application flow using the following equation
{circumflex over (R)}(τ)=α(τ)R(τ)+(1-α(τ))E[R τ-Δt ], wherein the estimated value E[R τ-Δt ] is a weighted average of the current measured value and the average of the last K-1 measured values where K is the index of the current measured value, and weight value α(τ) is an average fractional difference between consecutive measurements points;
calculating the difference between said measured throughput rate and said estimated throughput rate and if said difference is less than a predetermined sensitivity parameter, then increasing said download rate through said information gateway by a predetermined incremental amount.
2. A method according to claim 1 , wherein said predetermined incremental amount is less than said predetermined sensitivity parameter.
3. A method according to claim 1 , wherein said step of calculating an estimated throughput rate is carried out at said information, gateway.
4. A method according to claim 1 , wherein said step of calculating an estimated throughput rate is carried out at said mobile host.
5. A method according to claim 1 , wherein said step of calculating the difference is carried out at said information gateway.