A self-adaptive genetic algorithm with improved mutation mode based on measurement of population diversity

2018 ◽  
Vol 31 (5) ◽  
pp. 1435-1443 ◽  
Author(s):  
Na Sun ◽  
Yong Lu
Keyword(s):  
Genetic Algorithm ◽  
Population Diversity ◽  
Adaptive Genetic Algorithm ◽  
Self Adaptive

Application of Control Parameters Optimization of CNC Servo System Based on Self-Adaptive Genetic Algorithm

2011 ◽  
Vol 239-242 ◽  
pp. 2847-2850
Author(s):  
Gui Rong Dong ◽  
Peng Bing Zhao
Keyword(s):  
Genetic Algorithm ◽  
Pid Control ◽  
Population Diversity ◽  
Parameters Optimization ◽  
Adaptive Genetic Algorithm ◽  
Fitness Value ◽  
Current Engineering ◽  
Crossover And Mutation ◽  
Standard Genetic Algorithm ◽  
Self Adaptive

In order to solve the shortcomings of current engineering methods for parameters adjustment that can only deal with them according to single requirement of system and can not optimize them in the whole range, as well as the standard genetic algorithm is prone to premature convergence, therefore, an improved PID parameters adjustment method based on self-adaptive genetic algorithm was proposed. This approach enables crossover and mutation probability automatically change along with the fitness value, not only can it maintain the population diversity, but also can ensure the convergence of the algorithm. A comparison of the dynamic response between the traditional PID control and the PID control based on self-adaptive genetic algorithm was made. Simulation results show that the latter has much superiority.

Constrained self-adaptive genetic algorithm

SeMA Journal ◽  
2016 ◽  
Vol 73 (3) ◽  
pp. 261-285 ◽  
Author(s):  
Tapan Kumar Singh
Keyword(s):  
Genetic Algorithm ◽  
Adaptive Genetic Algorithm ◽  
Self Adaptive

scholarly journals Camera Calibration by Hybrid Hopfield Network and Self- Adaptive Genetic Algorithm

2012 ◽  
Vol 12 (6) ◽  
Author(s):  
Wen-Jiang Xiang ◽  
Zhi-Xiong Zhou ◽  
Dong-Yuan Ge ◽  
Qing-Ying Zhang ◽  
Qing-He Yao
Keyword(s):  
Genetic Algorithm ◽  
Camera Calibration ◽  
Hopfield Network ◽  
Adaptive Genetic Algorithm ◽  
Self Adaptive

Improved self‐adaptive genetic algorithm with quantum scheme for electromagnetic optimisation

2014 ◽  
Vol 8 (12) ◽  
pp. 965-972 ◽  
Author(s):  
Xiao‐Kun Wei ◽  
Wei Shao ◽  
Cheng Zhang ◽  
Jia‐Lin Li ◽  
Bing‐Zhong Wang
Keyword(s):  
Genetic Algorithm ◽  
Adaptive Genetic Algorithm ◽  
Self Adaptive
Sign in / Sign up

Export Citation Format

Share Document