This paper examines the e ectiveness of adaptive algorithms for estimation of e ective bandwidth in ATM networks. Large deviations results for constant capacity single server queues are used to derive a basic e ective bandwidth result which is applied to a linear representation of the input process giving the e ective bandwidth as a function of the cumulant generating function of the innovation...

Gaussian process emulator with separable covariance function has been utilized extensively in modelling large computer model outputs. The assumption of separability imposes constraints on the emulator and may negatively affect its performance in some applications where separability may not hold. We propose a multi-output Gaussian process emulator with a nonseparable autocovariance function to a...

A Self Organising Fuzzy Controller for linear or non-linear processes with a minimum knowledge about the process is developed with the only assumption that the output of the process is monotonic with respect to the input (as most industrial processes are). Beginning with an empty rule-base a fuzzy process model is progressively on-line built. In this way the controller gradually learns how to c...