IQcollaboratory / galpopFM

forward modeling galaxy populations
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slope-attenuation relation #52

Open changhoonhahn opened 3 years ago

changhoonhahn commented 3 years ago

Observations find a relationship between the slope and amplitude of dust attenuation in star-forming galaxies: galaxies with high attenuation have shallower slopes. For example in Salim & Narayanan (2020) they present the following relation for star-forming galaxies:

Screen Shot 2020-10-29 at 1 51 50 PM

Current radiative transfer models are able to more-or-less reproduce this slope-attenuation relation: e.g. Chevellard+(2013) compared to Salim+(2018)

Screen Shot 2020-10-29 at 1 53 45 PM

Trayford+(2020) compared to Salim+(2018) (red scatter points vs blue shaded)

Screen Shot 2020-10-29 at 1 54 22 PM

Our dust model also more-or-less reproduce the slope-attenuation relation for star-forming galaxies: image Yet overall, our models find an overall steeper slope, especially at high attenuation.

Examining where different subpopulations of galaxies lie on the slope-attenuation relation sheds some light: image Blue and Green are star-forming. Blue has logSSFR > -9.75; Green has -9.75 > logSSFR > -10.5. Markers with black edges have M_* > 10^10.5Msun. (ignore the contours)

Lower mass star-forming galaxies have significantly shallower slopes. Our overall steeper slope is likely due to the fact that our sample has a high stellar mass limit.

Here's how the slope-attenuation relation looks for the entire galaxy population (including quiescent galaxies): abc_slope_AV_subpop Orange (low SSFR), red (lower SSFR), purple (lowest SSFR) are all quiescent galaxies.

There's a couple of interesting points in these figures:

changhoonhahn commented 3 years ago

Latest updates to the slope-attenuation results from the updated SFR=0 prescription*

slope-attenuation relation of star-forming galaxies abc_slope_AV starforming

slope-attenuation relation of galaxy subpopulations image

*The new prescription assigns SFR = SFR_min to SFR=0 galaxies

changhoonhahn commented 3 years ago

The fact that our dust model reproduces the attenuation-slope relation is neat since the relation is a result of dust scattering dominating at low attenuation and dust absorption dominating at high attenuation. We're able to infer the relation purely from the observations with a model that has no priors on it. This is a good demonstration of the forward modeling approach and its advantages. Other than that, I don't think we learn much from this comparison so I'm going to simplify the figure to: image