Distribution of satellite clusters around seed cluster in ATLAS

In summary, the study on the distribution of satellite clusters around a seed cluster in ATLAS investigates the spatial arrangement and characteristics of satellite structures relative to a central galaxy cluster. It analyzes the density, alignment, and gravitational interactions, providing insights into the formation and evolution of cosmic structures. The findings enhance our understanding of cluster dynamics and the role of dark matter in shaping the universe's large-scale structure.
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kimi7335
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TL;DR Summary
Why is there an increase in the number of satellite clusters for eta = 0 in the ATLAS detector?
From data of proton-proton collisions at the LHC using the ATLAS detector I have plotted a heatmap of the distribution of satellite clusters (brem and converted photons) around seed clusters (electron/photon candidates without satellites) at (eta, phi) = (0,0).
The data I am using is of the order of 1 million events.
The x- and y-axes show the distance between the satellites and the seed cluster in eta (pseudorapidity) and phi (azimuth).
Why is there an increase in the number of satellites for eta = 0 above and below phi = 0?

heatmap_high_stats_data.png
 
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  • #2
The magnetic field bends particles in phi but not in eta. You might see bremsstrahlung from (relatively low energy) electrons. You can make this plot separately for electrons, positrons and photons to check.
 
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I assume this is entirely your own plot from released data, and that's why you use non-standard terms like "hearmap" and "satellite".

It might be physics, as @mfb said. Or it might be some artifact of noise, or geometry or both. Without knowing a lot more about what went into this plot, it is hard to tell.

I think it was a mistake to release the LHC data without a corresponding paid team to help people understand it. The collaborations invested many person-centuries in understanding this data, and dumping it on the public with just a hearty "good luck" seems a little mean-spirited.

What you can take away from a plot depends on what you put into it - what is your definition of electron, photon, etc. What subdetectos you are looking at. What event selection you applied. And so on.
 

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