vrodriguezf / mlchaos

Studying the use of machine learning techniques to characterize chaotic orbits
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Fast lyapunov index calculation #2

Open Daisy0302hhh opened 1 week ago

Daisy0302hhh commented 1 week ago

Hi there, I am very interested in the research content of this article,and I want to express my appreciation for making code open source.

I notice that this article uses FLI as a chaos indicator. When solving the FLI of the corresponding solution for an initial value, I first combine the original equation and the variational equation to solve with odeintw, where v(0) is randomly selected some vectors with module length 1 but different directions. Secondly, the exponent_v0 is denoted as lyapunov_exponent_v0 by taking the upper bound of the modular length of v(t) obtained from each initial value v(0) in the 0-T time range. Finally, with respect to different initial values v(0), the final lyapunov_exponent is obtained.

According to the above method and the threshold value in the paper, the test results on H_2, eps=0.02 are obtained as shown in the figure below. H_2_eps=0 02

Do you have any suggestions on how I might address this issue? Any guidance or assistance you can provide would be greatly appreciated.

Thanks again for your invaluable support!

Cheers!

vrodriguezf commented 1 week ago

Hi,

Thank you for your interest in our work! What's your question exactly? I can help you with the ML side of the paper and the usage of the code. For domain specific questions please reach out prof. Celleti, Gales or Vasile.

Best! Victor

Daisy0302hhh commented 1 week ago

Hi!

Thanks for your response!

Sorry, I didn't describe my problem clearly.Let me simplify my question as follows.

I noticed that FLI was used as a chaos indicator for testing in the article. Specifically, what is the algorithm for calculating FLI? Because I wrote the code in accordance with the description in the article and the threshold Settings, I did not get the same result as in fig3(b) (my result is the image displayed on github). I don't know what the reason is.

Thanks again for your invaluable support!

Best Hjy

------------------ 原始邮件 ------------------ 发件人: "vrodriguezf/mlchaos" @.>; 发送时间: 2024年9月28日(星期六) 下午4:55 @.>; @.**@.>; 主题: Re: [vrodriguezf/mlchaos] Fast lyapunov index calculation (Issue #2)

Hi,

Thank you for your interest in our work! What's your question exactly? I can help you with the ML side of the paper and the usage of the code. For domain specific questions please reach out prof. Celleti, Gales or Vasile.

Best! Victor

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