On the reliability of photometric and spectroscopic tracers of halo relaxation
Mohammad H. Zhoolideh Haghighi, Mojtaba Raouf, Habib. G. Khosroshahi,, Amin Farhang, and Ghassem Gozaliasl

TL;DR
This study evaluates the effectiveness of photometric and spectroscopic indicators in determining the relaxation state of galaxy groups, finding photometric proxies to be more reliable and cost-effective than spectroscopic ones.
Contribution
It introduces a bivariant relation combining luminosity gap and de-centring as a new, reliable photometric proxy for galaxy system relaxation assessment.
Findings
Photometric indicators correlate better with dynamical relaxation than spectroscopic ones.
The bivariant relation effectively predicts the relaxation state using photometric data.
Photometric proxies provide a fast, economical alternative to spectroscopic methods.
Abstract
We characterize the relaxation state of galaxy systems by providing an assessment of the reliability of the photometric and spectroscopic probe via the semi-analytic galaxy evolution model. We quantify the correlations between the dynamical age of simulated galaxy groups and popular proxies of halo relaxation in observation, which are mainly either spectroscopic or photometric. We find the photometric indicators demonstrate a stronger correlation with the dynamical relaxation of galaxy groups compared to the spectroscopic probes. We take advantage of the Anderson Darling statistic () and the velocity-segregation () as our spectroscopic indicators, and use the luminosity gap () and the luminosity de-centring () as photometric ones. Firstly, we find that a combination of and evaluated by a…
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