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Based on the application-defined variable or system variables, the system goes to a particular state.
In conventional fuzzy logic controllers, the computational complexity increases with the dimensions of the system variables; the number of rules increases exponentially as the number of system variables increases.
To avoid comparing the speed of a DBMS versus a sequential file, which would require the evaluation of a great number of hardware and operating system variables, the original data set was also loaded into the DBMS for evaluation (see Supplemental Data for more detail).
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Of the 12 fixed-system variables, the maximum number reported in a single study was 11.
The task is difficult due to the limited observability of the system variables and the noisy measurements, which pose serious challenges to the process of model selection.
The limited measurability of the system variables in the real-world measurement scenario, described above, represents one of the most challenging properties of the parameter estimation task addressed in this paper.
Note here that in metabolic networks the parameters are typically the starting enzyme concentrations and rate constants, whereas the system variables are the metabolic fluxes and concentrations, and that as in all systems the parameters control the variables and not vice versa.
Three-dimensional (3D) response surface plots were used to explain the behavior of system variables within the design of the experiment.
The combination of limited noisy observations, on one hand, and the expectations about the behavior of the unobserved system variables, on the other, poses a difficult model selection problem.
Finally, the analysis of reconstructed model dynamics (complete simulation of all the system variables) of the obtained models reveals further details about their quality.
Correlations between the isolation system variables and the responses provide guidance for improved behavior.
Write better and faster with AI suggestions while staying true to your unique style.
Since I tried Ludwig back in 2017, I have been constantly using it in both editing and translation. Ever since, I suggest it to my translators at ProSciEditing.

Justyna Jupowicz-Kozak
CEO of Professional Science Editing for Scientists @ prosciediting.com