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Exact(2)
It exploits the similarity between the parameter estimation problem and MPC.
With the approximation error of the nonlinear function, a method for updating look-up tables using the gradient algorithm is given, and the relationship between the parameter estimation error and model approximation error is explicitly derived.
Similar(58)
Before the iterations between the symbol detection and the parameter estimation, some parameters should be initialized first.
(1 - 2), no information is shared between the individuals, which makes the parameter estimation problem for each individual a separate estimation problem.
The parameter estimation minimizes the mismatch between the desired behavior and the predicted behavior using a hybrid procedure that involves a genetic algorithm to identify interesting regions in the parameter-space that are further explored using a local optimizer.
The "target cost" between models was slowly reduced over the duration of the parameter estimation procedure.
Differences between simulated and measured water levels are minimized with the parameter estimation tool PEST (Doherty 2008).
Table 3 summarizes the parameter estimation results.
The parameter estimation method was maximum likelihood.
Control parameters or parameter correlations were clarified after the parameter estimation processes.
For both the parameter estimation and the variance analysis step we use multi-start estimations.
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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