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Given the large model size, it is important to determine a suitable number of autoregressive lags and which time-lagged values to include in the model.
In this paper a practical procedure is proposed to overcome technical problems of structure control due to a large model size.
Considering two characteristic lengths of a crystal, the standard discretization of such a system (by, e.g. finite differences) leads to quite a large model size, which may be unsuited for model-based control and parameter identification purposes.
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Stepwise BIC selects models of size 13 (BE) and 11 (FS), since BIC generally favors smaller models by imposing a larger model size penalty.
Even larger model sizes can also be handled if the computer random-access memory (RAM) and the compiler used support this.
Multi-GPU systems facilitate the development of accelerated codes and enable us to investigate larger model sizes and/or more detailed computational domain resolutions.
For a MD simulation, the larger the model size, the less obvious the boundary effect on the simulation results.
However, for an off-line predictive system with multiple large models, the size of models can become an issue, as they need to be downloaded and used on a local computer.
To confirm the presence of microscale eddies in the large model domain, domain size (5 × 5 km) in sections 'Convective adjustment in unstable layer (case A)' and 'Microscale eddies induced by turbulent thermal flux (case B)' is extended by a factor of four (to 20 × 20 km) in the large-domain experiment (section 'Sensitivity of microscale eddies to model domain size').
Specifically, (1) we have characterized 33 shape classes by edge number, detection difficulty, and observed frequency (2) our results support the claim that model architecture directly influences detection difficulty, and (3) we found that GAMETES will generate a maximally diverse set of models with a variable population prevalence and a larger model population size.
SPCA has high detection rates for all non-zero coefficients, but the use of this method is restricted by its considerably large FPR and average model size.
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