To enhance the diversity of a newly generated population, a mutation operator comes to the picture at the time of movement from the current population to the new population to explore new solution spaces.
The GA method is based on a computer simulation of biological evolution and initially works with a randomly generated population with several variables to be estimated [20].
Beginning with a randomly generated population of chromosomes (potential solutions), the algorithm carries out a process of fitness-based selection in which the parent chromosomes are recombined to generate a successor population.
The effect of long term gravitational influence of the Earth, Moon and Sun, together with the Sun radiation pressure was studied for a randomly generated population of 10000 orbits with the perigees taken from the interval 50 3000 km above the geostationary ring.
The AIS starts with a randomly generated population of individuals (antibodies) as the possible solutions.
Start To define the parameters for GA and choose a randomly generated population, population size, the number of subpopulations and individuals per subpopulation, the mutation rate, type of kernel function, and the range of the SVR parameters.
Start Initialize the parameters for GA and choose a randomly generated population, population size, the number of subpopulations and individuals per subpopulation, the type of kernel function, and the range of the SVR parameters.
Each realization started from a newly generated population, with strategies randomly assigned.
Since each QTL mapping effort originates from an independently generated population, the pattern of alleles inherited in one population is independent of the pattern of alleles inherited in another population.
Whether these Tregs represent a de novo generated population from naive precursors or an expansion of the endogenous population is not known.
The generated populations show a good agreement with the available statistical datasets (not used for the generation) and are obtained in a reasonable computational time.
