How can I train ANFIS using Firefly Algorithm

Question

Nhu Hien 2013-4-4

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此问题的直接链接

https://ww2.mathworks.cn/matlabcentral/answers/69805-how-can-i-train-anfis-using-firefly-algorithm

评论： AC 2022-3-30

Good afternoon everyone,

For training ANFIS with Matlab fuzzy logic toolbox, we can either choose backprpagation or Hybrid method as given here http://www.mathworks.com/help/toolbox/fuzzy/anfis.html under 'optMethod'. But I want to train my ANFIS with Firefly Algorithm (FA) method. And I'm not able to figure out how I can implement my FA algorithm as a training method in ANFIS as I can't find if there is anyway to customize anfis training.

Please help me on how can I train my anfis with my FA method.

Thank you for your help !

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Answer 1

Yarpiz / Mostapha Heris 2015-9-12

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https://ww2.mathworks.cn/matlabcentral/answers/69805-how-can-i-train-anfis-using-firefly-algorithm#answer_192088

You can use following codes together, to train ANFIS using Firefly Algorithm.

Evolutionary ANFIS Training:

http://www.mathworks.com/matlabcentral/fileexchange/52971-anfis-training-using-evolutionary-algorithms-and-metaheuristics

Firefly Algorithm:

http://www.mathworks.com/matlabcentral/fileexchange/52900-firefly-algorithm--fa-

In the first item, the ANFIS training is performed by real-coded Genetic Algorithm (GA) and Particle Swarm Optimization (PSO). You can simply integrate the second item, with the first one, due to structured implementation of these projects, and similarities between PSO and FA.