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A real-coded Genetic Algorithm
- This is a Matlab implementation of the real-coded genetic algorithm [1][2] using tournament selection, simulated binary crossover, ploynomial mutation and environment selection.
- I refered to some codes written in the PlatEMO [3], but I used the crossover and mutation method in [1][2] considering the lower and upper bounds, so there is no need to repair the results of crossover and mutation.
Besides, the implementation here is simpler and standalone.
[1] K. Deb, A. Kumar. Real-coded genetic algorithms with simulated binary crossover: studies on multimodal and multiobjective problems.Complex Systems, 1995, 9(6):431-454.
[2] K.
Deb. An efficient constraint handling method for genetic algorithms. Computer Methods in Applied Mechanics and Engineering, 2000, 186(2):311-338.
[3] Y. Tian, R. Cheng, X. Zhang, Y. Jin. PlatEMO: A MATLAB Platform for Evolutionary Multi-Objective Optimization.
IEEE Computational Intelligence Magazine, 2017, 12(4):73-87.