Multiobjective Genetic Algorithm and Convolutional Neural Network Based COVID-19 Identification in Chest X-Ray Images

Algorithm 3

Hyperparameter tuning of CNN using multiobjective genetic algorithm.

	output: optimized population
	input: {Fitness function, demand, crossover_ratio}
	begin
(1)	Generate the random ; / represents the initial population /;
(2)	Calculate the fitness of ;
(3)	Sort ;
(4)	/ Selection /
(5)	set  = ; / denotes final population /
(6)	while ordo
(7)	/ and represent children elimination and last generation /
(8)	Generate random ; / denotes children /
(9)  set ;
(10)	for eachdo
(11)	Compute the fitness of ;
(12)	ifthen
(13)	remove ;
(14)	set ;
(15)	else
(16)	set  = ;
(17)	end
(18)	end
(19)	/ Mutation /
(20)	for crossover do
(21)	select and randomly; / , , and are children /
(22)	;
(23)	Evaluate the fitness of ;
(24)	ifthen
(25)	remove ;
(26)	else
(27)	remove ;
(28)	end
(29)	end
(30)	next generation
(31)	end
(32)	/ Ranking / sort the ;
(33)	return / returns the most dominant solution w.r.t. fitness function /
	end