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Stelle ed evoluzione chimica

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The Chemical Evolution of the Milky Way 23-27 Jan. 2012, Sesto<br />

Stellar parameters, ages and distances in F,G,K stars<br />

from spectra analysis via Lick/SDSS indices<br />

M. Franchini, C. Morossi, P. Di Marcantonio<br />

INAF-Osservatorio Astronomico Trieste, Italy<br />

M.L. Malagnini<br />

Dip. Astronomia, Univ. Trieste, Italy<br />

INAF-Osservatorio Astronomico Trieste, Italy<br />

M. Chavez<br />

INAOE, Mexico<br />

A. Spagna, M.Lattanzi<br />

INAF-Osservatorio Astronomico Torino, Italy<br />

+ F. Venturi & M. Pinamonti<br />

undergraduate students<br />

INAF – Osservatorio Astronomico di Trieste M. Franchini


Main Goals<br />

To study the chemo-dynamical properties of the<br />

different groups of stars of our Galaxy as trac<strong>ed</strong> by<br />

interm<strong>ed</strong>iate and late type stars (F,G,K)<br />

To contribute in understanding the role of different<br />

sources of chemical enrichment in various epochs of<br />

the Galaxy lifetime<br />

INAF – Osservatorio Astronomico di Trieste M. Franchini


Observational databases<br />

Atmospheric parameters T eff, logg, [Fe/H]<br />

Chemical composition , [Mg/Fe], [Ca/Fe]<br />

Radial velocities<br />

Distances<br />

Proper motions<br />

Orbits<br />

Age<br />

Ingr<strong>ed</strong>ients<br />

INAF – Osservatorio Astronomico di Trieste M. Franchini


•High Resolution<br />

Point<strong>ed</strong> observations<br />

Observational databases<br />

Huge amount of information<br />

but<br />

Time consuming and limit<strong>ed</strong> number of objects<br />

•M<strong>ed</strong>ium/Low Resolution (e.g., SDSS, SEGUE, SEGUE-2, LAMOST)<br />

Extend<strong>ed</strong> spatial coverage<br />

Large and homogeneous number of objects<br />

but<br />

low/m<strong>ed</strong>ium S/N and loss of information due to spectral broadening<br />

INAF – Osservatorio Astronomico di Trieste M. Franchini


Atmospheric parameters T eff, logg, [Fe/H]<br />

• High Resolution<br />

Accurate estimates<br />

but<br />

Not homogenous estimates and limit<strong>ed</strong> number of objects<br />

• M<strong>ed</strong>ium/Low Resolution surveys<br />

Homogeneous estimates for large number of objects<br />

but<br />

Less accurate estimates<br />

INAF – Osservatorio Astronomico di Trieste M. Franchini


Atmospheric parameters T eff, logg, [Fe/H]<br />

• SPSS (Segue Stellar Parameter Pipeline):<br />

Provides (table sppParams) individual estimates of T eff, logg, [Fe/H]<br />

T eff 11 estimates<br />

Log g 10 estimates<br />

[Fe/H] 12 estimates<br />

but (Franchini et al. ApJ 2010, 719, 240)<br />

Systematic differences are present among the 11 T eff estimates<br />

Not always T eff, log g, [Fe/H] are simultaneously deriv<strong>ed</strong><br />

Mean values lack of internal consistency<br />

Systematic overestimates of T eff values for giants<br />

therefore …..<br />

Deriv<strong>ed</strong> with different techniques<br />

INAF – Osservatorio Astronomico di Trieste M. Franchini


Atmospheric parameters T eff, logg, [Fe/H]<br />

•From Lick/SDSS library (Franchini et al. ApJ 2011, 730, 117)<br />

We derive atmospheric parameters on the basis of the Lick/SDSS synthetic<br />

library (Franchini et al. ApJ 2010, 719, 240) by comparing synthetic and<br />

observ<strong>ed</strong> spectral indices<br />

Indices are negligibly affect<strong>ed</strong> by errors in flux calibration and by<br />

r<strong>ed</strong>dening<br />

Narrow-band indices allow the measurement of the intensity of features<br />

of different chemical species separately<br />

Indices are characteriz<strong>ed</strong> by higher S/N than the original spectra<br />

Homogeneous and self-consistent atmospheric parameter estimates<br />

INAF – Osservatorio Astronomico di Trieste M. Franchini


Lick/SDSS library<br />

Comput<strong>ed</strong> starting from synthetic spectra degrad<strong>ed</strong> at R=1800 (like SDSS)<br />

Two grid of HiRes synthetic spectra:<br />

Solar Scal<strong>ed</strong> [ /Fe] = +0.0 (SSA) and -enhanc<strong>ed</strong> [ /Fe] = +0.4 (NSSA)<br />

starting from Kurucz atmosphere models (ATLAS9) comput<strong>ed</strong> with solar and enhanc<strong>ed</strong><br />

ODF’s by Castelli (2003)<br />

using SPECTRUM V.2.75 (Gray and Corbally 1994)<br />

There is full consistency between synthetic spectra and the ODF<br />

of the atmosphere models<br />

Teff : 3500-7000 K (250 K step)<br />

log g: 0.5- 5.0 dex (0.5 dex step)<br />

[Fe/H]=-2.5,-2.0,-1.5,-1.0,-0.5,0.0,+0.2,+0.5 (SSA)<br />

[Fe/H]=-2.5,-2.0,-1.5,-1.0,-0.5,0.0,+0.2,+0.5 (NSSA)<br />

INAF – Osservatorio Astronomico di Trieste M. Franchini


Lick/SDSS Spectral Indices<br />

Name Feature Bandpass Pseudocontinua Units IDS Error Measures<br />

------------------------------------------------------------------------------------<br />

01 Cahk 3900.000-4000.000 * 3837.000-3877.000 Ang 0.64 CaII<br />

4040.000-4080.000<br />

02 CN 1 4143.375-4178.375 4081.375-4118.875 mag 0.021 CN, FeI<br />

4245.375-4285.375<br />

03 CN 2 4143.375-4178.375 4085.125-4097.625 mag 0.023 CN, FeI<br />

4245.375-4285.375<br />

04 Ca4227 4223.500-4236.000 4212.250-4221.000 Ang 0.27 CaI, FeI, FeII<br />

4242.250-4252.250<br />

05 G4300 4282.625-4317.625 4267.625-4283.875 Ang 0.39 CH, FeI<br />

4320.125-4336.375<br />

06 Fe4383 4370.375-4421.625 4360.375-4371.625 Ang 0.53 FeI, TiII<br />

4444.125-4456.625<br />

07 Ca4455 4453.375-4475.875 4447.125-4455.875 Ang 0.25 CaI, FeI, NiI,<br />

4478.375-4493.375 TiII, MnI, VI<br />

08 Fe4531 4515.500-4560.500 4505.500-4515.500 Ang 0.42 FeI, TiI, FeII,<br />

4561.750-4580.500 TiII<br />

9 H beta 4847.875-4876.625 4827.875-4847.875 Ang 0.22 H, FeI<br />

4876.625-4891.625<br />

10 Fe5015 4977.750-5054.000 4946.500-4977.750 Ang 0.46 FeI, NiI, TiI<br />

5054.000-5065.250<br />

11 Mg1 5069.125-5134.125 4895.125-4957.625 mag 0.007 MgH, FeI, NiI<br />

5301.125-5366.125<br />

12 Mg2 5154.125-5196.625 4895.125-4957.625 mag 0.008 MgH, MgI, FeI<br />

5301.125-5366.125<br />

13 Mgb 5160.125-5192.625 5142.625-5161.375 Ang 0.23 MgI<br />

5191.375-5206.375<br />

14 Fe5270 5245.650-5285.650 5233.150-5248.150 Ang 0.28 FeI, CaI<br />

5285.650-5318.150<br />

15 Fe5335 5312.125-5352.125 5304.625-5315.875 Ang 0.26 FeI<br />

5353.375-5363.375<br />

16 Fe5406 5387.500-5415.000 5376.250-5387.500 Ang 0.20 FeI, CrI<br />

5415.000-5425.000<br />

17 Fe5709 5698.375-5722.125 5674.625-5698.375 Ang 0.18 FeI, NiI, MgI,<br />

5724.625-5738.375 CrI, VI<br />

18 Fe5782 5778.375-5798.375 5767.125-5777.125 Ang 0.20 FeI, CrI, CuI,<br />

5799.625-5813.375 MgI<br />

19 Na D 5878.625-5911.125 5862.375-5877.375 Ang 0.24 NaI<br />

5923.875-5949.875<br />

* 3931.5-3935.5, 3965.5-3970.5 exclud<strong>ed</strong><br />

[α/Fe]<br />

sensitive group (r<strong>ed</strong>)<br />

interm<strong>ed</strong>iate group<br />

(green)<br />

quasi-indipendent<br />

group (blue).<br />

Lick-like<br />

Indices<br />

(Worthey et al. 1994)<br />

but<br />

R=1800<br />

INAF – Osservatorio Astronomico di Trieste M. Franchini


Lick/SDSS library<br />

The reliabilty of the synthetic Lick/SDSS indices in reproducing the<br />

behaviours of observational ones with T eff, logg, [Fe/H], has been<br />

test<strong>ed</strong> by using stars and stellar parameters from:<br />

ELODIES, INDO-US, MILES (EIM) empirical libraries<br />

541 dwarfs (log g=4.5±0.5) and 391 giants. (log g=2.5±0.5)<br />

INAF – Osservatorio Astronomico di Trieste M. Franchini


Hß<br />

dwarfs<br />

θ<br />

Lick/SDSS library<br />

Hß<br />

giants<br />

INAF – Osservatorio Astronomico di Trieste M. Franchini<br />

θ


Lick/SDSS library<br />

Well reproduc<strong>ed</strong><br />

INAF – Osservatorio Astronomico di Trieste M. Franchini


T Fit, logg Fit, [Fe/H] Fit, Fit<br />

Best-Fit parameters values (T Fit, logg Fit, [Fe/H Fit, Fit) for each<br />

star are deriv<strong>ed</strong> using a χ 2 method to minimize the differences<br />

between observational and synthetic Lick/SDSS indices<br />

1. Bas<strong>ed</strong> on MINUIT minimization package<br />

2. Internal uncertainties in the deriv<strong>ed</strong> parameter estimates were evaluat<strong>ed</strong> via a<br />

MonteCarlo technique<br />

3. Reliability of the results was check<strong>ed</strong> by applying the fitting proc<strong>ed</strong>ure to a test<br />

set of the 333 “bona fide” F,G,K (EIM) stars previously select<strong>ed</strong> with very<br />

reliable atmospheric parameters.<br />

4. Systematic difference (-0.1 dex) between Fit and [Mg/Fe] (Borkova and<br />

Marsakov, 2005) values which can be explain<strong>ed</strong> recalling that Fit<br />

estimates the average enhancement of α-elements<br />

INAF – Osservatorio Astronomico di Trieste M. Franchini


Results for the EIM test sample<br />

T Fit, logg Fit, [Fe/H] Fit, Fit<br />

INAF – Osservatorio Astronomico di Trieste M. Franchini


T Fit, logg Fit, [Fe/H] Fit, Fit<br />

INAF – Osservatorio Astronomico di Trieste M. Franchini


Results for the<br />

SDSS-DR7 sample<br />

4381 stars<br />

Fill<strong>ed</strong> histogram<br />

1880 stars with<br />

S/N≥30<br />

INAF – Osservatorio Astronomico di Trieste M. Franchini


CaHK<br />

Mgb<br />

Chemical composition [Ca/Fe], [Mg/Fe]<br />

•The deriv<strong>ed</strong> Fit values cannot be directly associat<strong>ed</strong> with the<br />

enhancement of any individual α-elements<br />

•We take advantage of the strong sensitivity of some Lick/SDSS indices<br />

mainly to [Ca/Fe] or [Mg/Fe]<br />

___ SSA<br />

___ NSSA<br />

Θ=5040/T eff<br />

INAF – Osservatorio Astronomico di Trieste M. Franchini


Chemical composition [Ca/Fe], [Mg/Fe]<br />

For more than 4000 F,G,K stars (sub-set of SDSS-DR7 spectra) the<br />

abundance ratios [Mg/Fe], [Ca/Fe] were deriv<strong>ed</strong> by comparing synthetic<br />

and observational CaHK and Mg2 Lick/SDSS indices:<br />

1. The two strongest Ca and Mg features in the SDSS wavelength range<br />

2. Two pairs ( 0.0 CaHK, + 0.4 CaHK) & ( 0.0 Mg2, + 0.4 Mg2) at T Fit, logg Fit, [Fe/H] Fit<br />

3. We assume a linear dependence of each index on element abundance and we derive<br />

for each star estimates of [Ca/Fe] and [Mg/Fe] by linear interpolating the<br />

synthetic pairs at the corresponding CaHK and Mg2 observational values<br />

INAF – Osservatorio Astronomico di Trieste M. Franchini


Chemical composition [Ca/Fe], [Mg/Fe]<br />

INAF – Osservatorio Astronomico di Trieste M. Franchini


To investigate the [Mg/Fe] and [Ca/Fe] scatter<br />

We ne<strong>ed</strong> to separate stars belonging to different Galactic component<br />

Different possibilities --- stars with similar:<br />

• Kinematics<br />

• Age<br />

• birth place / environment<br />

• Orbital parameters<br />

We ne<strong>ed</strong>:<br />

• distances<br />

• Radial velocities<br />

• Proper motions<br />

INAF – Osservatorio Astronomico di Trieste M. Franchini


Awaiting for GAIA<br />

Simultaneous Bayesian estimates of spectroscopic<br />

distances and ages from isochrones:<br />

We compare stellar position in (logT eff , log g) plane with isochrones<br />

(Girardi 2004) by using deriv<strong>ed</strong> Fit to convert measur<strong>ed</strong> [Fe/H] Fit<br />

into [M/H] Fit (Degl’ Innocenti et al. 2005)<br />

Bayesian technique:<br />

prob ( Yo|<br />

X )<br />

prob ( X | Yo)<br />

prob ( Yo )<br />

<br />

prob ( Yo | X ) exp<br />

prob (X )<br />

prob ( X<br />

([ M / H]<br />

)<br />

2<br />

2<br />

fit [<br />

M / H])<br />

(log gfit<br />

log g)<br />

(log Tfit<br />

log T<br />

2<br />

2<br />

Fe<br />

X physical parameters to be determin<strong>ed</strong> (i.e. age, M V)<br />

Yo the observational quantities (i.e. T eff, log g, [M/H]).<br />

By integrating over mass and metallicity in fix<strong>ed</strong> intervals of age and M v we<br />

obtain a bi-dimensional posterior probability P(τ,M v)<br />

2<br />

2<br />

g<br />

2<br />

2<br />

T<br />

INAF – Osservatorio Astronomico di Trieste M. Franchini<br />

exp<br />

Prior probability (e.g. IMF, age, Z, …)<br />

exp<br />

)<br />

2


Examples of bi-dimensional posterior probability P(τ,M v)<br />

INAF – Osservatorio Astronomico di Trieste M. Franchini


Examples of bi-dimensional posterior probability P(τ,M v)<br />

WARNING. sometimes the τ and M V corresponding to the peak of P(τ,M V) are different from<br />

those of the maximum of the 1-D P(τ) and of the maximum of the 1-D P(M V), respectively<br />

INAF – Osservatorio Astronomico di Trieste M. Franchini


Other examples and reliability tests<br />

• from<br />

(T eff,M v,[M/H])<br />

Blue box is ±2<br />

• from<br />

(T eff,logg,[M/H])<br />

Contour levels:<br />

0.8, 0.6, 0.4, 0.2<br />

INAF – Osservatorio Astronomico di Trieste M. Franchini


Some examples and reliability tests<br />

EIM stars<br />

with parallactic<br />

distances<br />

INAF – Osservatorio Astronomico di Trieste M. Franchini


Some examples and reliability tests<br />

Check: Relative distribution of deriv<strong>ed</strong> ages for<br />

Hyades MS stars (peak 0.7 Gyr; = 0.6± 0.12 Gyr)<br />

INAF – Osservatorio Astronomico di Trieste M. Franchini


Orbits<br />

Back-integrating the equation of motion using:<br />

A Galactic Potential<br />

A model must be assum<strong>ed</strong>:<br />

e.g. Johnston 1996, ApJ 465, 278<br />

Radial velocity<br />

Via cross-correlation with synthetic spectra templates<br />

proper motions<br />

From literature (SDSS GSC-II Catalogue)<br />

distances<br />

Bayesian determination<br />

INAF – Osservatorio Astronomico di Trieste M. Franchini


Some examples<br />

For a sample of SN stars<br />

taken from Venn et al.<br />

2004, AJ 128,1177<br />

X current position of the Sun<br />

∆ current position of the star<br />

INAF – Osservatorio Astronomico di Trieste M. Franchini


Some examples<br />

For a sample of SN stars<br />

taken from Venn et al.<br />

2004, AJ 128,1177<br />

X current position of the Sun<br />

∆ current position of the star<br />

INAF – Osservatorio Astronomico di Trieste M. Franchini


An example of selection of groups of<br />

stars with similar orbits<br />

[El/H] from literature<br />

Group1 Box<br />

Group2 Box<br />

Rocket<br />

Group3 Box<br />

Rocket<br />

Caotic<br />

Tube<br />

Selection<br />

Orbit Z max<br />

Results<br />

<br />

INAF – Osservatorio Astronomico di Trieste M. Franchini<br />

kpc<br />

kpc<br />

Group1 0.08 0.08<br />

<br />

219<br />

Group2 1.12 0.42 180<br />

Group3 6.88 0.83 -4<br />

R min<br />

kpc<br />

< 0.15 >5.5<br />

0.7-1.5<br />

> 3<br />

2-5<br />

km/s


An example of selection of groups of<br />

stars with similar orbits<br />

Group1 Box<br />

Group2 Box<br />

Rocket<br />

Group3 Box<br />

Rocket<br />

Caotic<br />

Tube<br />

Selection<br />

Orbit Z max<br />

Results<br />

<br />

INAF – Osservatorio Astronomico di Trieste M. Franchini<br />

kpc<br />

kpc<br />

Group1 0.08 0.08<br />

<br />

219<br />

Group2 1.12 0.42 180<br />

Group3 6.88 0.83 -4<br />

R min<br />

kpc<br />

< 0.15 >5.5<br />

0.7-1.5<br />

> 3<br />

2-5<br />

km/s


Work in progress<br />

• We are computing a new set of synthetic Lick/SDSS indices starting<br />

from atmosphere models and synthetic spectra which do not assume<br />

that all the α-elements vary in lock-step:<br />

Atlas12 must be us<strong>ed</strong> instead of Atlas9<br />

use of newly determin<strong>ed</strong> empirical (solar) log gf values in the wavelength<br />

bands of the Lick/SDSS indices<br />

• Atmospheric parameters, [Ca/Fe] and [Mg/Fe] for F, G, K spectra in<br />

SDSS-DR8<br />

• Refinement of Bayesage determinations of ages and distances<br />

• Orbit calculations with a time dependent Galactic Potential<br />

INAF – Osservatorio Astronomico di Trieste M. Franchini


Thank you<br />

INAF – Osservatorio Astronomico di Trieste M. Franchini

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