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Figure 1: the galaxy-galaxy lensing signal of 1.6 &sdot 106 stacked lenses in the RCS2 survey. Galaxies with 19.5 < mr' < 21.5 are defined as lenses, and objects with 22 < mr' < 24 are sources. The clustering of galaxies causes an excess signal at lens-source separations >~ 1 arcminute. |
The RCS2 survey is ~2 magnitudes deeper than the SDSS survey and has better seeing. Roughly 350 sqd of the surveys overlap, and we use the spectroscopic redshift and stellar mass from the SDSS for our lenses. The lensing analyis is conducted on the RCS2 survey, which enables us to tighten the constraints on the most massive early type galaxies, which are typically found near the limiting magnitude of the SDSS. That the RCS2 survey is very well suited for lensing can be observed in Figure 1. It shows the galaxy-galaxy lensing signal of the full survey. The dashed line shows a SIS fit, the dotted line a NFW fit. Both fits underpredict the lensing signal at scales larger than approximately 1 arcminute. This comes from the fact that galaxies live in clustered environments; when we measure the shear around galaxies, we start to pick up the shear of neighbouring galaxies as well. To accurately model the lensing signal around galaxies, we have implemented the halo model.
For about 20 000 galaxies we obtained the spectroscopic redshift, stellar mass and luminosity. We splitted this lens sample up in early and late types based on their brightness profile. We defined seven stellar mass bins, and measured the shear signal around the stacked lenses in each bin. We fitted the halo model to the measurements, and fitted for the halo mass and satellite fraction. Figure 2 shows the shear measurements and the different components of the fitted halo model for two stellar mass bins.
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Figure 2: the lensing signal and halo model fit of the 10 < log(M*) <10.5 (top panel) and 11.75 < log(M*) <12 bin (bottom panel). The one halo satellite term is prominently visible for the lower stellar mass bin, implying that a large fraction of these galaxies is a satellite. The high mass bin is very well fit by a NFW profile. |
Our halo model is coded up following the approach of Mandelbaum et al. (2005) (link), and consists therefore of five terms. A galaxy is either a central galaxy residing in the central dark matter halo, or it is a satellite galaxy residing in a subhalo which itself resides in a central halo. If it is a central galaxy, then there are two terms that dominate the shear signal: the shear coming from the central halo (a NFW), and the shear coming from neighbouring haloes (the central 2-halo term). If it is a satellite galaxy, there are three terms contributing to the shear: the shear from the subhalo (a stripped NFW), from the central halo (the 1-halo satellite term), and from neighbouring haloes (the 2-halo satellite term).
Figure 2 serves to demonstrate that different terms dominate the lensing signal for the low and high stellar mass bins. For the low stellar mass bin (top panel), there is not much shear coming from the central dark matter halo, hence the haloes hosting these galaxies are not massive. The 1-halo satellite term is very prominent, which indicates that a significant fraction of our galaxies are actually satellites of larger systems. The high stellar mass bin (bottom panel) is very well fitted by the central NFW term. This indicates that most of these galaxies are residing in the central dark matter halo, and only few are satellite galaxies. The 2-halo terms start to become important at >~ three Mpc, and are not well constrained by the measurements.
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Figure 3: the stellar mass versus the halo mass for early type galaxies (red) and late type galaxies (blue). The halo mass is independent of galaxy type below a stellar mass of log(M*) <11, and becomes more massive for early types galaxies at higher stellar masses. |
The satellite fraction is fitted as well for each of the stellar mass bins, and is shown for as function of galaxy type in Figure 4. We can see that the satellite fraction is decreases for the early type galaxies with increasing stellar mass, while it is roughly constant for the late type galaxies. Furthermore, what catches the eye is that the error bars are very large for the high stellar mass bin.
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Figure 4: the stellar mass versus the satellite fraction for early type galaxies (red) and late type galaxies (blue). The fraction decreases as function of stellar mass from 40% to 0% for early type galaxies, and is constant with a value of about 10% for late type galaxies. |