Gaia DR2 astrometry - International Astronomical Union · Gaia DR2 astrometry L. Lindegren1 J. Hern...

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Gaia DR2 astrometry L. Lindegren 1 J. Hern´ andez 2 A. Bombrun 2 S. Klioner 3 U. Bastian 4 M. Ramos-Lerate 2 A. de Torres 2 H. Steidelm¨ uller 3 C. Stephenson 2 D. Hobbs 1 U. Lammers 2 M. Biermann 4 1 Lund Observatory, Lund 2 European Space Agency/ESAC, Madrid 3 Lohrmann Observatorium, Dresden 4 Astronomisches Rechen-Institut, Heidelberg IAU 30 GA – Division A: Fundamental Astronomy Vienna, 2018 August 27 [email protected] Lindegren et al., 2018 Aug 27 Gaia DR2 astrometry, slide 1 of 24

Transcript of Gaia DR2 astrometry - International Astronomical Union · Gaia DR2 astrometry L. Lindegren1 J. Hern...

Page 1: Gaia DR2 astrometry - International Astronomical Union · Gaia DR2 astrometry L. Lindegren1 J. Hern andez2 A. Bombrun2 S. Klioner3 U. Bastian4 M. Ramos-Lerate2 A. de Torres2 H. Steidelmuller

Gaia DR2 astrometry

L. Lindegren1 J. Hernandez2 A. Bombrun2 S. Klioner3

U. Bastian4 M. Ramos-Lerate2 A. de Torres2 H. Steidelmuller3

C. Stephenson2 D. Hobbs1 U. Lammers2 M. Biermann4

1Lund Observatory, Lund2European Space Agency/ESAC, Madrid

3Lohrmann Observatorium, Dresden4Astronomisches Rechen-Institut, Heidelberg

IAU 30 GA – Division A: Fundamental AstronomyVienna, 2018 August 27

[email protected]

Lindegren et al., 2018 Aug 27 Gaia DR2 astrometry, slide 1 of 24

Page 2: Gaia DR2 astrometry - International Astronomical Union · Gaia DR2 astrometry L. Lindegren1 J. Hern andez2 A. Bombrun2 S. Klioner3 U. Bastian4 M. Ramos-Lerate2 A. de Torres2 H. Steidelmuller

Main references

A18 F. Arenou et al. (2018):Gaia DR2: Catalogue validation (link)

L18 L. Lindegren et al. (2018):Gaia DR2: The astrometric solution (link)

+ New material

An extended version of this presentation is on the ESA web page

Gaia → Gaia Data → Data Release 2 → Known issues:www.cosmos.esa.int/web/gaia/dr2-known-issues

Lindegren et al., 2018 Aug 27 Gaia DR2 astrometry, slide 2 of 24

Page 3: Gaia DR2 astrometry - International Astronomical Union · Gaia DR2 astrometry L. Lindegren1 J. Hern andez2 A. Bombrun2 S. Klioner3 U. Bastian4 M. Ramos-Lerate2 A. de Torres2 H. Steidelmuller

Outline

1 Random and systematic errors

2 Quality indicators

3 Spurious and anomalous parallaxes

4 Conclusions and outlook

An extended version of this presentation is on the ESA web page

Gaia → Gaia Data → Data Release 2 → Known issues:www.cosmos.esa.int/web/gaia/dr2-known-issues

Lindegren et al., 2018 Aug 27 Gaia DR2 astrometry, slide 3 of 24

Page 4: Gaia DR2 astrometry - International Astronomical Union · Gaia DR2 astrometry L. Lindegren1 J. Hern andez2 A. Bombrun2 S. Klioner3 U. Bastian4 M. Ramos-Lerate2 A. de Torres2 H. Steidelmuller

Formal uncertainty in parallax

A B C D E0 2 4 6 8 10 12 14 16 18 20 22

G magnitude

0:005

0:01

0:02

0:05

0:1

0:2

0:5

1

2

5

Par

alla

xunce

rtai

nty

[mas

]

Regimes of G :

A: Too bright

B: Partly saturated(unreliable)

C: Detector andcalibration limited

D: Photon limited

E: Too faint(not published)

Lindegren et al., 2018 Aug 27 Gaia DR2 astrometry, slide 4 of 24

Page 5: Gaia DR2 astrometry - International Astronomical Union · Gaia DR2 astrometry L. Lindegren1 J. Hern andez2 A. Bombrun2 S. Klioner3 U. Bastian4 M. Ramos-Lerate2 A. de Torres2 H. Steidelmuller

Formal uncertainty in parallax

A B C D E0 2 4 6 8 10 12 14 16 18 20 22

G magnitude

0:005

0:01

0:02

0:05

0:1

0:2

0:5

1

2

5

Par

alla

xunce

rtai

nty

[mas

]

Regimes of G :

A: Too bright

B: Partly saturated(unreliable)

C: Detector andcalibration limited

D: Photon limited

E: Too faint(not published)

Formal uncertainties in Gaia DR2 were estimated from the internalconsistency of measurements and do not represent the total error

Lindegren et al., 2018 Aug 27 Gaia DR2 astrometry, slide 5 of 24

Page 6: Gaia DR2 astrometry - International Astronomical Union · Gaia DR2 astrometry L. Lindegren1 J. Hern andez2 A. Bombrun2 S. Klioner3 U. Bastian4 M. Ramos-Lerate2 A. de Torres2 H. Steidelmuller

Random and systematic errors

A useful model for the total (external) error in parallax for source i is

$DR2i −$true

i = ri + s(α, δ,G ,C , . . . ) (1)

Random error ri :

On average zero, uncorrelated between different sources

Formal uncertainty σi is a (possibly underestimated) estimate of itsstandard deviation: σr = kσi with correction factor k & 1.0

Systematic error s:

May depend on several variables (position, magnitude, colour, . . . )

Same for sources with sufficiently similar position, magnitude, etc

Mean value is the parallax zero point $0

Variance is σ2s

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Page 7: Gaia DR2 astrometry - International Astronomical Union · Gaia DR2 astrometry L. Lindegren1 J. Hern andez2 A. Bombrun2 S. Klioner3 U. Bastian4 M. Ramos-Lerate2 A. de Torres2 H. Steidelmuller

Random and systematic errors

In this model the external (total) uncertainty becomes

σext =√k2σ2i + σ2s (2)

Astrophysical applications using likelihood or Bayesian methodsrequire the probability density of the total error ei = $DR2

i −$truei

Most conservative assumption:ei is Gaussian with mean value $0 and standard deviation σext

External data must be used to “calibrate” the modelby estimating $0, k and σs (see next slides)

Values may depend on the sample used

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Page 8: Gaia DR2 astrometry - International Astronomical Union · Gaia DR2 astrometry L. Lindegren1 J. Hern andez2 A. Bombrun2 S. Klioner3 U. Bastian4 M. Ramos-Lerate2 A. de Torres2 H. Steidelmuller

Parallax zero point ($0)

The zero point $0 is the expected measured parallax for a sourceat infinity; it should thus be subtracted from the catalogue value.

As a global average, $0 ≡ 〈s〉 ' −0.03 mas, but:

s definitely depends on (α, δ)

s probably depends of G

s may depend of C = GBP − GRP

the dependence is probably multivariate, s(α, δ,G ,C , . . . )

No general recipe can be givenfor the correction of the zero point

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Page 9: Gaia DR2 astrometry - International Astronomical Union · Gaia DR2 astrometry L. Lindegren1 J. Hern andez2 A. Bombrun2 S. Klioner3 U. Bastian4 M. Ramos-Lerate2 A. de Torres2 H. Steidelmuller

Systematics s(α, δ) on large scales

QSO parallaxes smoothed by a Gaussian beam (σ = 3.7◦)(only | sin b | > 0.2 shown)

¡0:15

¡0:10

¡0:05

0

0:05

0:10

0:15

Par

alla

x[m

as]

0

0:1

0:2

0:3

0:4

0:5

0:6

0:7

0:8

0:9

1:0

Par

alla

x[m

as]

Gaussian beam Equatorial projection

Mean value = −0.030 mas, RMS of smoothed values = 0.020 mas

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Page 10: Gaia DR2 astrometry - International Astronomical Union · Gaia DR2 astrometry L. Lindegren1 J. Hern andez2 A. Bombrun2 S. Klioner3 U. Bastian4 M. Ramos-Lerate2 A. de Torres2 H. Steidelmuller

Systematics s(α, δ) on small scales

Quasi-periodic patterns imprinted by the Gaia scanning law

10 deg

Galactic bulge area Large Magellanic Cloud

Median parallax [mas] Median parallax [mas]

Characteristic period ' 0.6 deg, RMS variation ' 0.02–0.04 mas(A18, Figs. 12–13)

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Spatial covariance function V$(θ)

θ = 0 to 180◦ θ = 0 to 7◦

0 20 40 60 80 100 120 140 160 180

Angle [deg]

¡400

¡200

0

200

400

600

800Cov

aria

nce

ofpar

alla

xer

ror

[¹as

2]

0 1 2 3 4 5 6 7

Angle [deg]

¡500

0

500

1000

1500

2000

2500

Cov

aria

nce

ofpar

alla

xer

ror

[¹as

2]

(L18, Fig. 14)

V$(θ) is a statistical description of the systematic error s(α, δ, . . . )on different scales, equivalent to an angular power spectrum

The total variance is V$(0) = σ2s , from which σs = 0.043 mas

V$(θ) and Vµ(θ) make it possible to estimate the systematicuncertainty of the mean parallax or proper motion of a cluster(see the extended version for details)

Lindegren et al., 2018 Aug 27 Gaia DR2 astrometry, slide 11 of 24

Page 12: Gaia DR2 astrometry - International Astronomical Union · Gaia DR2 astrometry L. Lindegren1 J. Hern andez2 A. Bombrun2 S. Klioner3 U. Bastian4 M. Ramos-Lerate2 A. de Torres2 H. Steidelmuller

Parallax systematics vs. magnitude

6 8 10 12 14 16 18 20 22G magnitude

¡0:15

¡0:10

¡0:05

0

0:05

0:10

0:15Par

alla

xze

ropoi

nt

[mas

]

A18

Riess et al: (2018)

Stassun & Torres (2018)

Zinn et al: (2018)

QSOs

−0.03 masHST

HIP ( )

VLBI

A more negative zero point may apply to sources brighter than the QSOs

Lindegren et al., 2018 Aug 27 Gaia DR2 astrometry, slide 12 of 24

Page 13: Gaia DR2 astrometry - International Astronomical Union · Gaia DR2 astrometry L. Lindegren1 J. Hern andez2 A. Bombrun2 S. Klioner3 U. Bastian4 M. Ramos-Lerate2 A. de Torres2 H. Steidelmuller

Estimating k and σs

Ratio external/internal uncertainty

6 8 10 12 14 16 18 20 22G magnitude

0:8

1:0

1:2

1:4

1:6

1:8

2:0

2:2

2:4

Ext

ernal=i

nte

rnal

unce

rtai

nty

ratio

A18

Riess et al: (2018)

QSOs

1.08

HST

HIP

VLBI

1.20

k and σs estimatedfrom σext/σi vs. G :

Quasars (blue):

k = 1.08σs = 0.043 mas

Bright stars (red):

k = 1.08 (assumed)σs = 0.021 mas

Lindegren et al., 2018 Aug 27 Gaia DR2 astrometry, slide 13 of 24

Page 14: Gaia DR2 astrometry - International Astronomical Union · Gaia DR2 astrometry L. Lindegren1 J. Hern andez2 A. Bombrun2 S. Klioner3 U. Bastian4 M. Ramos-Lerate2 A. de Torres2 H. Steidelmuller

A tentative external “calibration”

Ratio external/internal uncertainty

6 8 10 12 14 16 18 20 22G magnitude

0:8

1:0

1:2

1:4

1:6

1:8

2:0

2:2

2:4

Ext

ernal=i

nte

rnal

unce

rtai

nty

ratio

A18

Riess et al: (2018)

QSOs

Tentative model

HST

HIP

VLBI

1.08

σext =√k2σ2i + σ2s

Faint (G & 13):

k = 1.08σs = 0.043 mas

Bright (G . 13):

k = 1.08σs = 0.021 mas

The model may be too pessimistic for G ' 13 to 15

Lindegren et al., 2018 Aug 27 Gaia DR2 astrometry, slide 14 of 24

Page 15: Gaia DR2 astrometry - International Astronomical Union · Gaia DR2 astrometry L. Lindegren1 J. Hern andez2 A. Bombrun2 S. Klioner3 U. Bastian4 M. Ramos-Lerate2 A. de Torres2 H. Steidelmuller

Systematics in proper motions

Main points:

Systematics exist on large and small scales similar to the parallax

For faint sources the reference frame is effectively non-rotating

For G . 12 the proper motions have a significant (∼0.15 mas yr−1)rotation bias

For details see the extended version atwww.cosmos.esa.int/web/gaia/dr2-known-issues

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Page 16: Gaia DR2 astrometry - International Astronomical Union · Gaia DR2 astrometry L. Lindegren1 J. Hern andez2 A. Bombrun2 S. Klioner3 U. Bastian4 M. Ramos-Lerate2 A. de Torres2 H. Steidelmuller

Quality indicators for the astrometry

precision

reliability

consistency

Precision: parallax_error, pmra_error, pmdec_error, etc. → OK

Reliability: visibility_perods_used (≥ 6 for full solutions) → OK

Consistency (goodness of fit to the 5-parameter model):

. astrometric_n_bad_obs_al

. astrometric_gof_al

. astrometric_chi2_al

. astrometric_excess_noise

. astrometric_excess_noise_sig

→ not recommended

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Page 17: Gaia DR2 astrometry - International Astronomical Union · Gaia DR2 astrometry L. Lindegren1 J. Hern andez2 A. Bombrun2 S. Klioner3 U. Bastian4 M. Ramos-Lerate2 A. de Torres2 H. Steidelmuller

Renormalised Unit Weight Error

Recommended GoF indicator for Gaia DR2 astrometry

Not given directly in the Gaia Archive

Can be computed from the quantities:

χ2 = astrometric_chi2_al

N = astrometric_n_good_obs_al

G = phot_g_mean_mag

C = bp_rp (if available)

Unit weight error UWE =√χ2/(N − 5)

Renormalised unit weight error RUWE = UWE/u0(G ,C )

u0(G ,C ) is an empirical normalisation factor, provided as alookup table on the ESA Gaia DR2 Known issues page

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Page 18: Gaia DR2 astrometry - International Astronomical Union · Gaia DR2 astrometry L. Lindegren1 J. Hern andez2 A. Bombrun2 S. Klioner3 U. Bastian4 M. Ramos-Lerate2 A. de Torres2 H. Steidelmuller

Normalisation factor u0(G ,C )

This is essentially the “typical” UWE for a given magnitude and colour

Lindegren et al., 2018 Aug 27 Gaia DR2 astrometry, slide 18 of 24

Page 19: Gaia DR2 astrometry - International Astronomical Union · Gaia DR2 astrometry L. Lindegren1 J. Hern andez2 A. Bombrun2 S. Klioner3 U. Bastian4 M. Ramos-Lerate2 A. de Torres2 H. Steidelmuller

HRD filtered by UWE and RUWE

UWE < 1.96 RUWE < 1.40

¡1 0 1 2 3 4 5 6

Colour index GBP¡ GRP [mag]

¡4

¡2

0

2

4

6

8

10

12

14

16

18

20

22

Abso

lute

mag

nitude

G+

5lo

g 10($=10

0m

as)

¡1 0 1 2 3 4 5 6

Colour index GBP¡ GRP [mag]

¡4

¡2

0

2

4

6

8

10

12

14

16

18

20

22

Abso

lute

mag

nitude

G+

5lo

g 10($=10

0m

as)

very blue

very red

very bright

Limits chosen to retain the same number of sourcesFiltering by RUWE gives a cleaner HRD

Blue dots are sources missing in the left diagram

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Page 20: Gaia DR2 astrometry - International Astronomical Union · Gaia DR2 astrometry L. Lindegren1 J. Hern andez2 A. Bombrun2 S. Klioner3 U. Bastian4 M. Ramos-Lerate2 A. de Torres2 H. Steidelmuller

Spurious parallaxes

Gaia DR2 contains some parallaxes that are horrendously wrong

Source ID G parallax RUWE

4062964299525805952 19.63 1851.88 ± 1.29 1.444065202424204492928 19.88 1847.43 ± 1.87 1.014051942623265668864 19.35 1686.27 ± 1.47 1.634048978992784308992 19.78 1634.28 ± 1.97 1.50

......

......

4089303169338901632 20.35 −1621.17 ± 1.83 0.924059697925504813440 20.76 −1706.70 ± 1.99 1.174052499285375616384 20.00 −1787.00 ± 1.45 1.244090728411324689792 20.00 −1856.58 ± 2.72 1.72

The really big errors (> 1′′) are probably cross-matching errorscausing spurious parallax solutions – these are typically faint sources

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Anomalous parallaxes

Tail of negative parallaxes HRD for $ > 10 mas

¡200 ¡180 ¡160 ¡140 ¡120 ¡100 ¡80 ¡60 ¡40 ¡20 0

Parallax [mas]

1

2

5

10

20

50

100

200

500

1000

2000

5000

1e4

2e4

Cou

nt

per

mas

¡1 0 1 2 3 4 5 6

Colour index GBP¡ GRP [mag]

¡4

¡2

0

2

4

6

8

10

12

14

16

18

20

22

Abso

lute

mag

nitude

G+

5lo

g 10($=1

00m

as)

In the HRD most sources between blue lines have parallax errors >10 mas

Sources with anomalous parallaxes (wrong by ±10 to ±100 mas)are usually partially resolved doubles (ρ ' 0.2–1′′, ∆G < 2 mag)

⇒ need dedicated processing (future releases)

Lindegren et al., 2018 Aug 27 Gaia DR2 astrometry, slide 21 of 24

Page 22: Gaia DR2 astrometry - International Astronomical Union · Gaia DR2 astrometry L. Lindegren1 J. Hern andez2 A. Bombrun2 S. Klioner3 U. Bastian4 M. Ramos-Lerate2 A. de Torres2 H. Steidelmuller

Conclusions and outlook

This talk focused on peculiarities and deficiencies in Gaia DR2

Knowing about them will help users make optimum use of the data

Conversely, feedback from users will help us to understand the data

Future releases will benefit from the accumulated insight

This should not obscure the tremendous advances made:

Gaia DR2 = A giant leap for astronomy!

Lindegren et al., 2018 Aug 27 Gaia DR2 astrometry, slide 22 of 24

Page 23: Gaia DR2 astrometry - International Astronomical Union · Gaia DR2 astrometry L. Lindegren1 J. Hern andez2 A. Bombrun2 S. Klioner3 U. Bastian4 M. Ramos-Lerate2 A. de Torres2 H. Steidelmuller

Formal uncertainty in parallax

¡2 0 2 4 6 8 10 12 14 16 18 20 22

Magnitude

0:002

0:005

0:01

0:02

0:05

0:1

0:2

0:5

1

2

5

10

20Par

alla

xunce

rtai

nty

[mas

]

Hipparcos (105)

Gaia DR2 (109)

Gaia 5 yr (109)Gaia 10 yr (109)

Gaia DR1 (106)

Lindegren et al., 2018 Aug 27 Gaia DR2 astrometry, slide 23 of 24

Page 24: Gaia DR2 astrometry - International Astronomical Union · Gaia DR2 astrometry L. Lindegren1 J. Hern andez2 A. Bombrun2 S. Klioner3 U. Bastian4 M. Ramos-Lerate2 A. de Torres2 H. Steidelmuller

Thank you!

For more information please check the extended version at

ESA Gaia → Gaia Data → Data Release 2 → Known issueswww.cosmos.esa.int/web/gaia/dr2-known-issues

Lindegren et al., 2018 Aug 27 Gaia DR2 astrometry, slide 24 of 24