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onclave avatar onclave commented on June 1, 2024

I could not understand your query. Kindly elaborate your problem statement with more details. Are you having any problem while using this package?

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akhsa234 avatar akhsa234 commented on June 1, 2024

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onclave avatar onclave commented on June 1, 2024

@akhsa234 a few questions:

  1. What exactly is x and y? What do they represent in your problem?
  2. Is each chromosome considered to be a solution to a different optimization problem? Your explanation is a bit confusing to me.

Normally, no matter what problem you are trying to solve with any GA, each "chromosome" should denote "one probable solution" to your problem. GAs are really meta-heuristic problems, hence, it's generic idea is problem-independent. My advice is, how you encode your solution as a chromosome is where you should spend time first. It may be a very simple encoding, or a very complex process, depending on the problem you are solving.

Coming to the usability of this package, if you are considering NSGA-II, this package will definitely help you put together your problem. All you have to do is implement the specifics that you need constrained to your exact problem. Once you plugin the individual pieces to the package, the package shall help you run the NSGA-II algorithm no matter how you have deviced your problem.

There are already a few complex problems I'm solving using this package (the reason behind writing this package) and I'm quite confident of its ability to be customized to any use case.

That said, if you do find some aspect that cannot be implemented with the package, do let me know, and I'll be happy to add support for it.

If you are confused about how to use this package, you can come up with the rough sketch of how you intend to solve your problem using GA, like, how to encode your chromosome, what objective functions you intend to use, how to take your dataset as input, etc., and then I can help you with how to use this package around your problem.

Thanks!

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akhsa234 avatar akhsa234 commented on June 1, 2024

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