Adaptation in natural and artificial systems
Adaptation in natural and artificial systems
Evolutionary computation: toward a new philosophy of machine intelligence
Evolutionary computation: toward a new philosophy of machine intelligence
An enhanced GA to improve the search process reliability in tuning of control systems
GECCO '05 Proceedings of the 7th annual conference on Genetic and evolutionary computation
Free search: a comparative analysis
Information Sciences—Informatics and Computer Science: An International Journal
A multi-crossover genetic approach to multivariable PID controllers tuning
Expert Systems with Applications: An International Journal
A new adaptive genetic algorithm for fixed channel assignment
Information Sciences: an International Journal
A self-adaptive migration model genetic algorithm for data mining applications
Information Sciences: an International Journal
Clustering-Based Adaptive Crossover and Mutation Probabilities for Genetic Algorithms
IEEE Transactions on Evolutionary Computation
Privacy-preserving data mining: A feature set partitioning approach
Information Sciences: an International Journal
Optimal fuzzy control system using the cross-entropy method. A case study of a drilling process
Information Sciences: an International Journal
Information Sciences: an International Journal
A hybrid intelligent system for generic decision for PID controllers design in open-loop
HAIS'11 Proceedings of the 6th international conference on Hybrid artificial intelligent systems - Volume Part II
Information Sciences: an International Journal
A Differential Covariance Matrix Adaptation Evolutionary Algorithm for real parameter optimization
Information Sciences: an International Journal
Expert Systems with Applications: An International Journal
Information Sciences: an International Journal
A genetic algorithm with the heuristic procedure to solve the multi-line layout problem
Computers and Industrial Engineering
Structural design of the danger model immune algorithm
Information Sciences: an International Journal
HAIS'12 Proceedings of the 7th international conference on Hybrid Artificial Intelligent Systems - Volume Part I
Computers & Mathematics with Applications
Information Sciences: an International Journal
Information Sciences: an International Journal
A dynamic programming approach to missing data estimation using neural networks
Information Sciences: an International Journal
Personlized English reading sequencing based on learning portfolio analysis
Information Sciences: an International Journal
Improving MR brain image segmentation using self-organising maps and entropy-gradient clustering
Information Sciences: an International Journal
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This paper proposes a self-organizing genetic algorithm (SOGA) with good global search properties and a high convergence speed. First, we introduce a new dominant selection operator that enhances the action of the dominant individuals, along with a cyclical mutation operator that periodically varies the mutation probability in accordance with evolution generation found in biological evolutionary processes. Next, the SOGA is constructed using the two operators mentioned above. The results of a nonlinear regression analysis demonstrate that the self-organizing genetic algorithm is able to avoid premature convergence with a higher convergence speed, and also indicate that it possesses self-organization properties. Finally, the new algorithm is used to optimize Proportional Integral Derivative (PID) controller parameters. Our simulation results indicate that a suitable set of PID parameters can be calculated by the proposed SOGA.