An Adaptive Genetic Algorithm for Solving Traveling Salesman Problem
ICIC '08 Proceedings of the 4th international conference on Intelligent Computing: Advanced Intelligent Computing Theories and Applications - with Aspects of Artificial Intelligence
Self-organizing genetic algorithm based tuning of PID controllers
Information Sciences: an International Journal
Preserving and exploiting genetic diversity in evolutionary programming algorithms
IEEE Transactions on Evolutionary Computation
Solving the flight frequency programming problem with particle swarm optimization
CEC'09 Proceedings of the Eleventh conference on Congress on Evolutionary Computation
A ripple-spreading genetic algorithm for the airport gate assignment problem
CEC'09 Proceedings of the Eleventh conference on Congress on Evolutionary Computation
CEC'09 Proceedings of the Eleventh conference on Congress on Evolutionary Computation
Adaptive particle swarm optimization
IEEE Transactions on Systems, Man, and Cybernetics, Part B: Cybernetics
A clustering-based adaptive parameter control method for continuous ant colony optimization
SMC'09 Proceedings of the 2009 IEEE international conference on Systems, Man and Cybernetics
Self-adaptive ant colony system for the traveling salesman problem
SMC'09 Proceedings of the 2009 IEEE international conference on Systems, Man and Cybernetics
A new genetic algorithm for the set k-cover problem in wireless sensor networks
SMC'09 Proceedings of the 2009 IEEE international conference on Systems, Man and Cybernetics
Pheromone-distribution-based adaptive ant colony system
Proceedings of the 12th annual conference on Genetic and evolutionary computation
A clustering-based differential evolution for global optimization
Applied Soft Computing
IEEE Transactions on Evolutionary Computation - Special issue on preference-based multiobjective evolutionary algorithms
A ripple-spreading genetic algorithm for the aircraft sequencing problem
Evolutionary Computation
Index-based genetic algorithm for continuous optimization problems
Proceedings of the 13th annual conference on Genetic and evolutionary computation
Interactive genetic algorithms with individual's fuzzy fitness
Computers in Human Behavior
Numerical treatment of nonlinear Emden---Fowler equation using stochastic technique
Annals of Mathematics and Artificial Intelligence
On designing genetic algorithms for solving small- and medium-scale traveling salesman problems
SIDE'12 Proceedings of the 2012 international conference on Swarm and Evolutionary Computation
SDE: a stochastic coding differential evolution for global optimization
Proceedings of the 14th annual conference on Genetic and evolutionary computation
Proceedings of the 14th annual conference on Genetic and evolutionary computation
Proceedings of the 14th annual conference on Genetic and evolutionary computation
Proceedings of the 14th annual conference on Genetic and evolutionary computation
Adaptive differential evolution with optimization state estimation
Proceedings of the 14th annual conference on Genetic and evolutionary computation
Differential evolution algorithm with PCA-based crossover
Proceedings of the 14th annual conference companion on Genetic and evolutionary computation
Enhance differential evolution with random walk
Proceedings of the 14th annual conference companion on Genetic and evolutionary computation
Adaptive genetic algorithm based on density distribution of population
Proceedings of the 14th annual conference companion on Genetic and evolutionary computation
An agent-based model of hierarchic genetic search
Computers & Mathematics with Applications
An evolutionary computational model applied to cluster analysis of DNA microarray data
Expert Systems with Applications: An International Journal
Computers and Operations Research
A network theoretic analysis of evolutionary algorithms
SEMCCO'12 Proceedings of the Third international conference on Swarm, Evolutionary, and Memetic Computing
Adaptive artificial bee colony optimization
Proceedings of the 15th annual conference on Genetic and evolutionary computation
Differential evolution enhanced with evolution path vector
Proceedings of the 15th annual conference companion on Genetic and evolutionary computation
A computational intelligence optimization algorithm: Cloud drops algorithm
Integrated Computer-Aided Engineering
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Research into adjusting the probabilities of crossover and mutation pm in genetic algorithms (GAs) is one of the most significant and promising areas in evolutionary computation. px and pm greatly determine whether the algorithm will find a near-optimum solution or whether it will find a solution efficiently. Instead of using fixed values of px and pm , this paper presents the use of fuzzy logic to adaptively adjust the values of px and pm in GA. By applying the K-means algorithm, distribution of the population in the search space is clustered in each generation. A fuzzy system is used to adjust the values of px and pm. It is based on considering the relative size of the cluster containing the best chromosome and the one containing the worst chromosome. The proposed method has been applied to optimize a buck regulator that requires satisfying several static and dynamic operational requirements. The optimized circuit component values, the regulator's performance, and the convergence rate in the training are favorably compared with the GA using fixed values of px and pm. The effectiveness of the fuzzy-controlled crossover and mutation probabilities is also demonstrated by optimizing eight multidimensional mathematical functions