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Finally, a set of solutions that represents the sound power of noise sources can be found and these solutions have minimum error in least squares sense.
So, the paper is focused on the displacement of fluid from one part of the microfluidic circuit to another, with the minimum error, in steady state.
The two wavelengths, which exert the minimum error in prediction of two metal ion concentrations, are chosen according to an error analysis of different pairs of wavelengths.
Figure 1B illustrates changes in the error (or minimum error in training with a GE-GA or FIB-GA) in one iteration versus the number of iterations.
On the basis of the proposed solution, the optimum values for ε x and ε y (two unknown parameters) with a minimum error in these 24 points are 5.1e−4 and −6.8e−4, respectively.
An optimal network is selected choosing the topology (i.e., the number of hidden neurons) and the parameters (synaptic weights and bias, after a specific number of iterations of the optimization algorithm) with best generalization performances (i.e., with minimum error in the validation set).
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The optimized beads (F O) exhibited DEE of 75.19 ± 0.75% and Q8h of 78.04 ± 0.38% with minimum errors in prediction.
The optimized matrices (F-O) demonstrated DEE of 91.69 ± 1.43% and Q8h of 74.96 ± 1.56% with minimum errors in prediction.
The optimized tablets (F-O) exhibited t50% of 247.67 ± 3.51 min and Q8 h of 71.11 ± 0.32% with minimum errors in prediction.
These values correspond to the constrained minimum error stated in equation (11) obtained in 1,000 iterations designed to explore a wider region in model-parameter space thus improving the chance of approaching the global minimum at a reasonable computational cost.
As in the first test, the parameters for the ColorRc P algorithm were set as initialized randomly, m = 2 for fuzzifier and a termination criterion of ϵ = 1E-6 based on the minimum error and in the objective function is calculated in each iteration.
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Justyna Jupowicz-Kozak
CEO of Professional Science Editing for Scientists @ prosciediting.com