Dear Dr. Guohua Wu, Check the material accessible via link provided below is of some use or not.

http://www.iemsjl.org/?mid=ContentofPresentissue&document_srl=6063&listStyle=viewer

Hi Guohua,

For this exact reason, I've posted my version of standard PSO with full results on the CEC2013 benchmarks.

https://www.researchgate.net/publication/248119259_Standard_Particle_Swarm_Optimization_on_the_CEC2013_RealParameter_Optimization_Benchmark_Functions

https://www.researchgate.net/publication/248072531_Source_code_for_an_implementation_of_Standard_Particle_Swarm_Optimization

If suitable, I also have source code for two variations of PSO available on my page. Hope they help!

Cheers,

Stephen

Technical Report Standard Particle Swarm Optimization on the CEC2013 Real‐Par...

Data Source code for an implementation of Standard Particle Swarm...

Dear Afaq, thank you. The material is useful. Some toolbox and Libs for implementing EAs are introduced in the paper.

Hi, Stephen, thanks so much. I have downloaded the Matlab file of the Standard PSO. It is very helpful if you can send me the source codes of your other two PSO variants. I will cite the papers and give acknowledgement in my research.

As you said most authosrs won't share their source codes with you but there are some open source libraries that make your work for writing traditional evolutionary algorithms easy you could try "DEAP library for python" or " ECSPY library also for python"

Please visit :

http://inspyred.github.io/

Dear López and Abedi, thank you for the guidance of the valuable resources. They are pretty useful.

Another Evolutionary Algorithim proposed recently is Flowr Algorithm. Maybe it be a good choice for comparision:

http://www.sciencedirect.com/science/article/pii/S1877050913003943

You may try this: S. Elsayed, R. Sarker and D. Essam (2014) A New Genetic Algorithm for Solving Optimization Problems, Engineering Applications of Artificial Intelligence, 27, pp.57-69

And we've just posted UMDA and a revised PSO.

https://www.researchgate.net/publication/261949741_Continuous_Univariate_Marginal_Distribution_Algorithm_on_the_CEC2013_RealParameter_Optimization_Benchmark_Functions?ev=prf_pub

https://www.researchgate.net/publication/259643271_Standard_Particle_Swarm_Optimization_on_the_CEC2013_RealParameter_Optimization_Benchmark_Functions_--_revised?ev=prf_pub

Technical Report Continuous Univariate Marginal Distribution Algorithm on the...

Technical Report Standard Particle Swarm Optimization on the CEC2013 Real‐Par...

For MATLAB implementations, have look at this:

http://yarpiz.com/category/metaheuristics