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q ρ and q θ are the quantization steps of parameters ρ and θ, and the bit width of each bin in the parameter space is 10.
Although the proposed procedure may still be affected by the initial estimates, this dependency is strongly reduced due to the steps of parameters reestimation [ 18, 23].
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However, in Fig. 6, we can see that the proposed algorithm has a higher run time than the MMP-CBMeMBer algorithm, the reason is that the propose algorithm needs to select the parameter particles from the doubled particles, and the steps of parameter update occupy some time.
A number of researches have proposed different iterative schemes for model development involving the steps of parameter estimation, identifiability analysis, and optimal experimental design [ 9- 12].
Here, we set the step of parameters ρ,α and α 1 is 0.01. Figure 5 shows the optimal throughput for the PSR and the TSR protocols for different values of the source node S 1 to relay distance, (d_{S_{1}R}).
For example, in this work, the PSO as a previous step of parameters identifiability of the E. coli K-12 W3110 metabolic network model was investigated, but the numerical problems associated with the model simulation did not lead to any further significant improvement regarding the initial estimates.
In the step of parameter estimation, the observed data is extracted from the contour of the range-compressed signal.
The method does not require us to use true parameter values in the first step of parameter estimation and provides calculated results close to the behavior of the time-series data of metabolite concentrations, which will allow us to estimate better parameter values and then construct a useful mathematical model to analyze metabolic reaction systems.
Normalization and weighted steps of these parameters are important to reduce bias and uncertainty in the final result.
For this realization, the sampling steps of LSM parameters { γ r j, δ r j, γ h j, δ h j } were ignored.
In combined nitriding/coating deposition or nitriding/oxidation processes, a precise control of all steps of process parameters is necessary to get the required surface architecture.
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