Q. Ren et G. Ramamurthy, A real-time dynamic connection admission controller based on traffic modeling, measurement, and fuzzy logic control, IEEE J SEL, 18(2), 2000, pp. 184-196
Broad-band networks based on asynchronous transfer mode (ATM) have to suppo
rt traffic with widely different traffic characteristics and quality of ser
,ice requirement. In this paper, we extend our earlier work in and develop
a dynamic connection admission controller (CAC) that supports cell loss req
uirements. The CAC algorithm explicitly computes the equivalent bandwidth r
equired to support each class of connections based on on-line observations
of aggregate traffic statistics as well as the declared pararameters. We us
e Gaussian and diffusion approximations to characterize the aggregate traff
ic stream, and use fuzzy control strategy to combine model and measurement
results to derive simple closed-form formulas to estimate the equivalent ba
ndwidth in real time. We validate the proposed algorithms for various varia
ble bit-rate traffic profiles and show that the system utilization can be s
ubstantially improved by appropriately tuning the fuzzy logic controller to
combine traffic characteristics deduced from the declared pararameters and
traffic measurements.