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Degeneracies #2

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phajy opened this issue Nov 3, 2023 · 9 comments
Open

Degeneracies #2

phajy opened this issue Nov 3, 2023 · 9 comments
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enhancement New feature or request

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@phajy
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phajy commented Nov 3, 2023

We would like to explore model degeneracies - i.e., what different parameter combinations give similar iron lines. To do that we need some way of determining when two line profiles are the "same".

@phajy phajy added the enhancement New feature or request label Nov 3, 2023
@wiktoriatarnopolska
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@phajy
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phajy commented Nov 27, 2023

A nice way to explore the degeneracies might be to create a "fake" dataset that is of comparable quality to, e.g., a deep XMM-Newton observation or a good Athena observation. We can then use an MCMC fitting method (or something else) to explore the parameter degeneracies. The "fake" data could be a simple power law plus iron line for simplicity.

@fjebaker
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fjebaker commented Nov 27, 2023

I, err, was told there might be some new Athena response files issued soon (if they aren't already).

@phajy
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phajy commented Nov 27, 2023

Would be really nice to simulate some Athena observations. I'll see if I can find the latest responses...

@wiktoriatarnopolska
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I posted the code to reproduce Johannsen (2014) .

The code I posted successfully reproduces figure 9 (middle tile), however, using the same recipe I couldn't reproduce figure 2 which was my actual aim.

the code utilises a super basic normalisation and I also added code for non-normalised plots just to show the difference.

@wiktoriatarnopolska
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wiktoriatarnopolska commented Jan 26, 2024

Fig. 9 middle tile

image image

@wiktoriatarnopolska
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wiktoriatarnopolska commented Jan 26, 2024

Fig. 9 last tile

image image

@wiktoriatarnopolska
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Fig. 9 1st tile

For Johannsen doesn't much perfectly -- for us it very much does.

image image

@wiktoriatarnopolska
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wiktoriatarnopolska commented Feb 8, 2024

Degeneracies and Johannsen2014

  • verify fig. 1 results (?), fig. 2
  • fig. 5
  • fig. 7, 9

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