How can I train ANFIS using Firefly Algorithm

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 !

Answer 1

[Yarpiz / Mostapha Heris]

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.

[valentino febrian]

thanks, your answer really help

[Theophilus Wereko]

can you help me change the Fis type to genfis1 and how it will affect the codes

[Noureen Talpur]

Evolutionary ANFIS Training:

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

This algorithm is with time series dataset. Please do you have ANFIS-PSO model with calssification dataset?

[Gamal Aburiyana]

interested :)

[AC]

I run with matlab r2021b but it says "Starting GA ..." and "Starting PSO" but nothing is happening. :( or getting same results.

Starting GA ...

Iteration 1: Best Cost = 43.2644

Iteration 2: Best Cost = 43.2644

Iteration 3: Best Cost = 43.2644

Iteration 4: Best Cost = 43.2644