AI4EPS / GaMMA

GaMMA: Earthquake Phase Association using a Bayesian Gaussian Mixture Model
MIT License
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Need for some tips on setting parameters #30

Open saeedsltm opened 1 year ago

saeedsltm commented 1 year ago

Since there is no any document ready until now, It would be helpful to give us some tips and notes on how to select best parameters controling the final results. It seems the following are the most important ones that should be choosen with care while working in local or regional scales:

zhuwq0 commented 1 year ago

Hi, these parameters are explained in the README file.

saeedsltm commented 1 year ago

Yes, the definitions are provided, but how to select their optimized values? should we do it by try and error?

zhuwq0 commented 1 year ago

There are always some trade-offs: number of detections and false positive rate; speed and accuracy. This depends on your focus.

saeedsltm commented 1 year ago

I ran the code in one day continus data for the Turkey-Syria earthquakes (2023-02-06 7.8Mw & 7.5Mw) and it almost done. The P and S picks for small quakes are well idetified, detected and associated. The only problem is that the output catalog does not contain large events (like M> 5). Shoud we consider different range of parameters: These are what i have used:

zhuwq0 commented 1 year ago

Hi, first I would check how many picks available for these large events in the input data; secondly for debugging, I would make max_sigma11 very large to remove filtering.

saeedsltm commented 1 year ago

Hi, following your suggestion i increased max_sigma11 to 2.5s. Now a strange situation has occured!:

Do you have any idea? I also increased dbscan_eps to 20, but still missing some large events while working with 60 min time window.