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Isochrone fitting and Gaia results
UniDAM approach
Alexey Mints
Max-Planck Institute for Solar System Research (MPS), Goettingen, Germany
August 31, 2018
Spectroscopic surveys
Alexey Mints 2/12
Isochrone fitting: classical approach
Teff
log g
[Fe/H]
J, H, Ks
Alexey Mints 3/12
Isochrone fitting: classical approach
Models
Teff
log g
[Fe/H]
J, H, Ks
Alexey Mints 3/12
Isochrone fitting: classical approach
Models
Teff
log g
[Fe/H]
J, H, Ks
mass
age
d
π
AV
Alexey Mints 3/12
Isochrone fitting problem
Alexey Mints 4/12
Credit: Jorgensen and
Lindegren (2005)
Isochrone fitting: PDF
Alexey Mints 5/12
What we do differently
UniDAM – Unified tool for Distance, Age and Mass estimation.
Separate solutions
Fits to probability density functions
Quality flags and best-fit probabilities
Correlations between age, distance and mass
Alexey Mints 6/12
Mints, Hekker (2017)
Parameter correlations
Alexey Mints 6/12
What we do differently
UniDAM – Unified tool for Distance, Age and Mass estimation.
Separate solutions
Fits to probability density functions
Quality flags and best-fit probabilities
Correlations between age, distance and mass
Only IR-photometry (2MASS, AllWISE)
Alexey Mints 7/12
Mints, Hekker (2017)
Why infra-red photometry?
Forbes effect: magnitude change is a non-linear function of
extinction:
m ∝ −2.5 log (F(λ)−AλExt(λ))t(λ)dλ = −2.5 log F(λ)t(λ)dλ+Aλ
Alexey Mints 7/12
What we do differently
UniDAM – Unified tool for Distance, Age and Mass estimation.
Separate solutions
Fits to probability density functions
Quality flags and best-fit probabilities
Correlations between age, distance and mass
Only IR-photometry (2MASS, AllWISE)
Open source tool (published on GitHub)
Flexibility in input/output parameter choice
Alexey Mints 8/12
Mints, Hekker (2017)
Isochrone fitting with Gaia data
Models
Teff
log g
[Fe/H]
J, H, Ks
mass
age
d
π
AV
Alexey Mints 9/12
Distance and age precision with Gaia DR2
RAVE
Alexey Mints 10/12
Mints, Hekker (2018)
Catalogue
Distance, log(age), mass for 5.5 million stars from APOGEE,
GALAH, LAMOST, RAVE, SEGUE.
Alexey Mints 11/12
Catalogue
Distance, log(age), mass for 5.5 million stars from APOGEE,
GALAH, LAMOST, RAVE, SEGUE.
Alexey Mints 11/12
Catalogue
Distance, log(age), mass for 5.5 million stars from APOGEE,
GALAH, LAMOST, RAVE, SEGUE.
Alexey Mints 11/12
Catalogue
Distance, log(age), mass for 5.5 million stars from APOGEE,
GALAH, LAMOST, RAVE, SEGUE.
Alexey Mints 11/12
Summary and outlook
Summary
UniDAM – flexible open source isochrone fitting tool.
Catalogue of distances, ages and masses for 5,5 millions
stars with Gaia DR2 parallaxes.
Detailed PDF information for every solution.
Alexey Mints 12/12
Mints, Hekker (2018)
Summary and outlook
Summary
UniDAM – flexible open source isochrone fitting tool.
Catalogue of distances, ages and masses for 5,5 millions
stars with Gaia DR2 parallaxes.
Detailed PDF information for every solution.
Future
New parameters: [α/Fe], νmax, δν.
Gaia-based extinctions.
Alexey Mints 12/12
Mints, Hekker (2018)

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Isochrone fitting and Gaia results

  • 1. Isochrone fitting and Gaia results UniDAM approach Alexey Mints Max-Planck Institute for Solar System Research (MPS), Goettingen, Germany August 31, 2018
  • 3. Isochrone fitting: classical approach Teff log g [Fe/H] J, H, Ks Alexey Mints 3/12
  • 4. Isochrone fitting: classical approach Models Teff log g [Fe/H] J, H, Ks Alexey Mints 3/12
  • 5. Isochrone fitting: classical approach Models Teff log g [Fe/H] J, H, Ks mass age d π AV Alexey Mints 3/12
  • 6. Isochrone fitting problem Alexey Mints 4/12 Credit: Jorgensen and Lindegren (2005)
  • 8. What we do differently UniDAM – Unified tool for Distance, Age and Mass estimation. Separate solutions Fits to probability density functions Quality flags and best-fit probabilities Correlations between age, distance and mass Alexey Mints 6/12 Mints, Hekker (2017)
  • 10. What we do differently UniDAM – Unified tool for Distance, Age and Mass estimation. Separate solutions Fits to probability density functions Quality flags and best-fit probabilities Correlations between age, distance and mass Only IR-photometry (2MASS, AllWISE) Alexey Mints 7/12 Mints, Hekker (2017)
  • 11. Why infra-red photometry? Forbes effect: magnitude change is a non-linear function of extinction: m ∝ −2.5 log (F(λ)−AλExt(λ))t(λ)dλ = −2.5 log F(λ)t(λ)dλ+Aλ Alexey Mints 7/12
  • 12. What we do differently UniDAM – Unified tool for Distance, Age and Mass estimation. Separate solutions Fits to probability density functions Quality flags and best-fit probabilities Correlations between age, distance and mass Only IR-photometry (2MASS, AllWISE) Open source tool (published on GitHub) Flexibility in input/output parameter choice Alexey Mints 8/12 Mints, Hekker (2017)
  • 13. Isochrone fitting with Gaia data Models Teff log g [Fe/H] J, H, Ks mass age d π AV Alexey Mints 9/12
  • 14. Distance and age precision with Gaia DR2 RAVE Alexey Mints 10/12 Mints, Hekker (2018)
  • 15. Catalogue Distance, log(age), mass for 5.5 million stars from APOGEE, GALAH, LAMOST, RAVE, SEGUE. Alexey Mints 11/12
  • 16. Catalogue Distance, log(age), mass for 5.5 million stars from APOGEE, GALAH, LAMOST, RAVE, SEGUE. Alexey Mints 11/12
  • 17. Catalogue Distance, log(age), mass for 5.5 million stars from APOGEE, GALAH, LAMOST, RAVE, SEGUE. Alexey Mints 11/12
  • 18. Catalogue Distance, log(age), mass for 5.5 million stars from APOGEE, GALAH, LAMOST, RAVE, SEGUE. Alexey Mints 11/12
  • 19. Summary and outlook Summary UniDAM – flexible open source isochrone fitting tool. Catalogue of distances, ages and masses for 5,5 millions stars with Gaia DR2 parallaxes. Detailed PDF information for every solution. Alexey Mints 12/12 Mints, Hekker (2018)
  • 20. Summary and outlook Summary UniDAM – flexible open source isochrone fitting tool. Catalogue of distances, ages and masses for 5,5 millions stars with Gaia DR2 parallaxes. Detailed PDF information for every solution. Future New parameters: [α/Fe], νmax, δν. Gaia-based extinctions. Alexey Mints 12/12 Mints, Hekker (2018)