GA(1)
GA(1)
AbEC - GA

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[~]$ The algorithm

 
 The Genetic Algorithm (GA) is an optimization technique based on natural selection and biological reproduction. It works in a similar way to natural evolution, where individuals that are more adapted to the environment are selected and have a better chance of passing their genes on to the next generation. In the genetic algorithm, a population of candidate solutions is created and evolved through selection, crossover and mutation operations. The objective is to find the most adapted solution to a given problem, through a systematic and efficient search for better solutions.


If you want to know more about it, please come here.

Below the configuration files to run the GA using the framework.



[~]$ Configuration files

 

> algoConfig.ini
> [ file ]



{

"__COMMENT__": "BASIC CONFIGURATION",

"ALGORITHM": "GA", -> Configure the name

"POPSIZE": 50,-> Set the population size

"MIN_POS": 0,-> Set the min value in the search space

"MAX_POS": 100,-> Set the max value in the search space

"__COMMENT__": "OPTIMIZER CONFIGURATION",

"GA_POP_PERC": 1, -> Set the whole population to perform GA

"GA_ELI_PERC": 0.2, -> Elitism in 20% of the population

"GA_CROSS_PERC": 1, -> Set the whole population to participate in the crossover

"GA_MUT_PERC": 0.1, -> Set the probability of 0.1 of a mutation occur

"GA_MUT_STD": 1, -> Set the standard deviation of the distribution of the mutation in 1

"GA_ENCODER": 0, -> Not using encoder

"GA_INDSIZE": 16,

"PSO_POP_PERC": 0,

"PSO_PHI1": 2.05,

"PSO_PHI2": 2.05,

"PSO_W": 0.729,

"PSO_MIN_VEL": -100,

"PSO_MAX_VEL": 100,

"DE_POP_PERC": 0,

"DE_F": 0.5,

"DE_CR": 0.7,

"ES_POP_PERC": 0,

"ES_RCLOUD": 0.2,

"__COMMENT__": "COMPONENTS CONFIGURATION",

"COMP_CHANGE_DETECT": 0,

"COMP_CHANGE_DETECT_MODE": 0,

"COMP_MULTIPOP": 0,

"COMP_MULTIPOP_N": 10,

"COMP_MUT": 0,

"COMP_MUT_PERC": 0.05,

"COMP_MUT_ELI": 0.5,

"COMP_MUT_STD": 0.1,

"COMP_EXCLUSION": 0,

"COMP_EXCLUSION_REXCL": 22.9,

"COMP_ANTI_CONVERGENCE": 0,

"COMP_ANTI_CONVERGENCE_RCONV": 39.7,

"COMP_LOCAL_SEARCH": 0,

"COMP_LOCAL_SEARCH_ETRY": 20,

"COMP_LOCAL_SEARCH_RLS": 1

}








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