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Since we had found that the ReML computation ran close to O(N^2) with the size of the model, by performing the SVD reparameterization we were able to cut the computation of the model from over several years of theoretical computational time to only minutes.
Following computation of the model fit, a goodness of fit statistic is computed.
The accuracy and computation of the model is validated using operation data from BHP Steel's No. 5 blast furnace.
The computation of the model parameter has been carried out by minimizing the sum of the squared errors in higher-order statistics such as skewness and kurtosis.
The paper describes a parallel architecture in the form of a systolic automaton consisting of three distinct stages for the computation of the model parameters of an autoregressive (AR) signal.
As the evaluation of the complex model framework is computationally expensive, the granulation process is approximated with response surfaces in the studied example, allowing the quick computation of the model response in the optimisation procedure.
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Some researchers have adopted multiple a priori computations of the model order, up to a predefined maximum order M, to select the order that gives the minimum fitting error (Costa and Hengstler 2011).
We carried out Monte Carlo simulations, with 1,000,000 computations of the model endpoints, each time with a set of parameters sampled in a rectangular distribution within the proposed ranges.
Secondly, the LS-SVM model can be updated using rank-one updates in the kernel matrix such that adding a variable does not require the re-computation of the model.
Increasing the computational efficiency of the steady state computation of the PBN model is ongoing work, and we discuss this issue in the conclusions.
Due to its semi-analytical nature, the computation time of the model is short in comparison to finite element analysis (FEA) simulations.
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