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Table 4 GA parameters for the robust optimization of the upper beam GA Maximum iteration number Population size Crossover probability Mutation probability Inner layer 150 60 0.99 0.05 Outer layer 300 120 0.90 0.01.
(iv) At the beginning of the adaptive step, the GA is initialized with the channel matrices computed at the end of (ii), and the GA parameters are reassigned as follows: generation number, population size, crossover probability, and mutation probability.
At the end of the simulation trials devoted to parameterization, we found numerical values for generation number, population size, crossover, and mutation probabilities (shown in Section 4.1) that have assured the best tradeoff between achieved results and computational load.
The GA optimizer computes at each signaling period the estimated channel matrices using a selected parameterization in terms of generation number, population size, crossover, and mutation probabilities and, respectively.
The data used in this study include grain yield, GDP, tourist number, population, national grain purchase price, urban green space rate, and land use data (Table 1) from a variety of data sources, including the Dinghai District Bureau of Statistics, China Grain Yearbook, Zhoushan City Statistics, and the Zhoushan Land Department.
Topics of interest to ecologists include the diversity, distribution, amount (biomass), number (population) of organisms, as well as competition between them within and among ecosystems.
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While the southern giraffe was increasing markedly in number, populations in east and central Africa were in trouble, he said.
The resulting clusters would roughly correspond to dividing the data into three copy number populations.
However, we utilized prior knowledge about copy number populations, which guided us in data stratification.
Firstly, affected values can introduce populations that compromise normalization in the same way as copy number populations.
Merging is typically useful for samples not displaying three populations, e.g., samples with 1 or 2 copy number populations.
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