193
Franco D. Albareti Instituto de Física Teórica UAM/CSIC 28 th September 2015 PhD student under the supervision of Prof. Francisco Prada and Prof. Antonio L. Maroto

Franco D. Albaretibenasque.org/2015tae/talks_contr/2811_Albareti.pdf · TAE 2015 Benasque. Sample selection. Quasars from SDSS-III/BOSS ~300,000 Sample selection Wavelength Redshift

  • Upload
    others

  • View
    0

  • Download
    0

Embed Size (px)

Citation preview

Page 1: Franco D. Albaretibenasque.org/2015tae/talks_contr/2811_Albareti.pdf · TAE 2015 Benasque. Sample selection. Quasars from SDSS-III/BOSS ~300,000 Sample selection Wavelength Redshift

Franco D. Albareti

Instituto de Física Teórica UAM/CSIC

28th September 2015

PhD student

under the supervision of

Prof. Francisco Prada and Prof. Antonio L. Maroto

Page 2: Franco D. Albaretibenasque.org/2015tae/talks_contr/2811_Albareti.pdf · TAE 2015 Benasque. Sample selection. Quasars from SDSS-III/BOSS ~300,000 Sample selection Wavelength Redshift

Franco D. Albareti

28th September 2015

PhD student

under the supervision of

Prof. Francisco Prada and Prof. Antonio L. Maroto

Acknowledgements

Page 3: Franco D. Albaretibenasque.org/2015tae/talks_contr/2811_Albareti.pdf · TAE 2015 Benasque. Sample selection. Quasars from SDSS-III/BOSS ~300,000 Sample selection Wavelength Redshift

Franco D. Albareti

28th September 2015

Work in collaboration with

Johan Comparat (IFT-UAM/CSIC), Carlos M. Gutiérrez (IAC),

Isabelle Pâris (Trieste Obs.), David Schlegel (LBNL),

Martín López-Corredoira (IAC), Donald P. Schneider (Penn. U),

Page 4: Franco D. Albaretibenasque.org/2015tae/talks_contr/2811_Albareti.pdf · TAE 2015 Benasque. Sample selection. Quasars from SDSS-III/BOSS ~300,000 Sample selection Wavelength Redshift

Fine structure constant?

Introduction

Strength of coupling between

the electromagnetic field/vector bosons and matter.

Fundamental constant of Nature

Does it change with cosmic time?Franco D. Albareti

28th September 2015

TAE 2015 Benasque

Page 5: Franco D. Albaretibenasque.org/2015tae/talks_contr/2811_Albareti.pdf · TAE 2015 Benasque. Sample selection. Quasars from SDSS-III/BOSS ~300,000 Sample selection Wavelength Redshift

How?

Introduction

[OIII] doublet

Franco D. Albareti

28th September 2015

TAE 2015 Benasque

Page 6: Franco D. Albaretibenasque.org/2015tae/talks_contr/2811_Albareti.pdf · TAE 2015 Benasque. Sample selection. Quasars from SDSS-III/BOSS ~300,000 Sample selection Wavelength Redshift

How?

Introduction

[OIII] doublet

Franco D. Albareti

28th September 2015

TAE 2015 Benasque

Page 7: Franco D. Albaretibenasque.org/2015tae/talks_contr/2811_Albareti.pdf · TAE 2015 Benasque. Sample selection. Quasars from SDSS-III/BOSS ~300,000 Sample selection Wavelength Redshift

How?

Introduction

[OIII] doublet

Forbidden lines Franco D. Albareti

28th September 2015

TAE 2015 Benasque

Page 8: Franco D. Albaretibenasque.org/2015tae/talks_contr/2811_Albareti.pdf · TAE 2015 Benasque. Sample selection. Quasars from SDSS-III/BOSS ~300,000 Sample selection Wavelength Redshift

Where?

Introduction

Franco D. Albareti

28th September 2015

TAE 2015 Benasque

Page 9: Franco D. Albaretibenasque.org/2015tae/talks_contr/2811_Albareti.pdf · TAE 2015 Benasque. Sample selection. Quasars from SDSS-III/BOSS ~300,000 Sample selection Wavelength Redshift

Where?

Introduction

Cat’s Eye Planetary

NebulaFranco D. Albareti

28th September 2015

TAE 2015 Benasuqe

Page 10: Franco D. Albaretibenasque.org/2015tae/talks_contr/2811_Albareti.pdf · TAE 2015 Benasque. Sample selection. Quasars from SDSS-III/BOSS ~300,000 Sample selection Wavelength Redshift

Where?

Introduction

Two new lines discovered by

Huggins 1864

In 1927,

Bowen showed that

they are due to [OIII]

Franco D. Albareti

28th September 2015

TAE 2015 Benasuqe

Page 11: Franco D. Albaretibenasque.org/2015tae/talks_contr/2811_Albareti.pdf · TAE 2015 Benasque. Sample selection. Quasars from SDSS-III/BOSS ~300,000 Sample selection Wavelength Redshift

Introduction

Where?

Franco D. Albareti

28th September 2015

TAE 2015 Benasuqe

Page 12: Franco D. Albaretibenasque.org/2015tae/talks_contr/2811_Albareti.pdf · TAE 2015 Benasque. Sample selection. Quasars from SDSS-III/BOSS ~300,000 Sample selection Wavelength Redshift

Introduction

Where?

[OIII] on quasar spectra

Cosmological probesFranco D. Albareti

28th September 2015

TAE 2015 Benasuqe

Page 13: Franco D. Albaretibenasque.org/2015tae/talks_contr/2811_Albareti.pdf · TAE 2015 Benasque. Sample selection. Quasars from SDSS-III/BOSS ~300,000 Sample selection Wavelength Redshift

Introduction

Where?

We need lots of them!

Franco D. Albareti

28th September 2015

TAE 2015 Benasuqe

Page 14: Franco D. Albaretibenasque.org/2015tae/talks_contr/2811_Albareti.pdf · TAE 2015 Benasque. Sample selection. Quasars from SDSS-III/BOSS ~300,000 Sample selection Wavelength Redshift

Current constraints based on the [OIII] doublet method

Introduction

Franco D. Albareti

28th September 2015

TAE 2015 Benasque

Page 15: Franco D. Albaretibenasque.org/2015tae/talks_contr/2811_Albareti.pdf · TAE 2015 Benasque. Sample selection. Quasars from SDSS-III/BOSS ~300,000 Sample selection Wavelength Redshift

Current constraints based on the [OIII] doublet method

Introduction

2

Franco D. Albareti

28th September 2015

TAE 2015 Benasque

Page 16: Franco D. Albaretibenasque.org/2015tae/talks_contr/2811_Albareti.pdf · TAE 2015 Benasque. Sample selection. Quasars from SDSS-III/BOSS ~300,000 Sample selection Wavelength Redshift

Current constraints based on the [OIII] doublet method

Introduction

2

Sloan Digital Sky Survey

Franco D. Albareti

28th September 2015

TAE 2015 Benasque

Page 17: Franco D. Albaretibenasque.org/2015tae/talks_contr/2811_Albareti.pdf · TAE 2015 Benasque. Sample selection. Quasars from SDSS-III/BOSS ~300,000 Sample selection Wavelength Redshift

Outline

Introduction

Methodology

Sample selection

Results

APOGEE-QFranco D. Albareti

28th September 2015

TAE 2015 Benasque

Page 18: Franco D. Albaretibenasque.org/2015tae/talks_contr/2811_Albareti.pdf · TAE 2015 Benasque. Sample selection. Quasars from SDSS-III/BOSS ~300,000 Sample selection Wavelength Redshift

Outline

Introduction

Methodology

Sample selection

Results

APOGEE-QFranco D. Albareti

28th September 2015

TAE 2015 Benasque

Page 19: Franco D. Albaretibenasque.org/2015tae/talks_contr/2811_Albareti.pdf · TAE 2015 Benasque. Sample selection. Quasars from SDSS-III/BOSS ~300,000 Sample selection Wavelength Redshift

Measurement method

Methodology

Franco D. Albareti

28th September 2015

TAE 2015 Benasque

Page 20: Franco D. Albaretibenasque.org/2015tae/talks_contr/2811_Albareti.pdf · TAE 2015 Benasque. Sample selection. Quasars from SDSS-III/BOSS ~300,000 Sample selection Wavelength Redshift

Measurement method

Methodology

Same width

Franco D. Albareti

28th September 2015

TAE 2015 Benasque

Page 21: Franco D. Albaretibenasque.org/2015tae/talks_contr/2811_Albareti.pdf · TAE 2015 Benasque. Sample selection. Quasars from SDSS-III/BOSS ~300,000 Sample selection Wavelength Redshift

Measurement method

Methodology

Same width

Amplitude ratio ~ 3

Franco D. Albareti

28th September 2015

TAE 2015 Benasque

Page 22: Franco D. Albaretibenasque.org/2015tae/talks_contr/2811_Albareti.pdf · TAE 2015 Benasque. Sample selection. Quasars from SDSS-III/BOSS ~300,000 Sample selection Wavelength Redshift

Measurement method

Methodology

Franco D. Albareti

28th September 2015

TAE 2015 Benasque

Page 23: Franco D. Albaretibenasque.org/2015tae/talks_contr/2811_Albareti.pdf · TAE 2015 Benasque. Sample selection. Quasars from SDSS-III/BOSS ~300,000 Sample selection Wavelength Redshift

Measurement method

Methodology

Franco D. Albareti

28th September 2015

TAE 2015 Benasque

Page 24: Franco D. Albaretibenasque.org/2015tae/talks_contr/2811_Albareti.pdf · TAE 2015 Benasque. Sample selection. Quasars from SDSS-III/BOSS ~300,000 Sample selection Wavelength Redshift

Measurement method

Methodology

Franco D. Albareti

28th September 2015

TAE 2015 Benasque

Page 25: Franco D. Albaretibenasque.org/2015tae/talks_contr/2811_Albareti.pdf · TAE 2015 Benasque. Sample selection. Quasars from SDSS-III/BOSS ~300,000 Sample selection Wavelength Redshift

Measurement method

Methodology

Redshift independent

Franco D. Albareti

28th September 2015

TAE 2015 Benasque

Page 26: Franco D. Albaretibenasque.org/2015tae/talks_contr/2811_Albareti.pdf · TAE 2015 Benasque. Sample selection. Quasars from SDSS-III/BOSS ~300,000 Sample selection Wavelength Redshift

Measurement method

[OIII] doublet

Methodology

Redshift independent

Franco D. Albareti

28th September 2015

TAE 2015 Benasque

Page 27: Franco D. Albaretibenasque.org/2015tae/talks_contr/2811_Albareti.pdf · TAE 2015 Benasque. Sample selection. Quasars from SDSS-III/BOSS ~300,000 Sample selection Wavelength Redshift

Outline

Introduction

Methodology

Sample selection

Results

APOGEE-QFranco D. Albareti

28th September 2015

TAE 2015 Benasque

Page 28: Franco D. Albaretibenasque.org/2015tae/talks_contr/2811_Albareti.pdf · TAE 2015 Benasque. Sample selection. Quasars from SDSS-III/BOSS ~300,000 Sample selection Wavelength Redshift

Outline

Introduction

Methodology

Sample selection

Results

APOGEE-QFranco D. Albareti

28th September 2015

TAE 2015 Benasque

Page 29: Franco D. Albaretibenasque.org/2015tae/talks_contr/2811_Albareti.pdf · TAE 2015 Benasque. Sample selection. Quasars from SDSS-III/BOSS ~300,000 Sample selection Wavelength Redshift

Sample selectionsdss.org

Sloan Digital Sky Survey

Franco D. Albareti

28th September 2015

TAE 2015 Benasque

Page 30: Franco D. Albaretibenasque.org/2015tae/talks_contr/2811_Albareti.pdf · TAE 2015 Benasque. Sample selection. Quasars from SDSS-III/BOSS ~300,000 Sample selection Wavelength Redshift

4 surveys

Sample selection

SDSS-III

Franco D. Albareti

28th September 2015

TAE 2015 Benasque

Page 31: Franco D. Albaretibenasque.org/2015tae/talks_contr/2811_Albareti.pdf · TAE 2015 Benasque. Sample selection. Quasars from SDSS-III/BOSS ~300,000 Sample selection Wavelength Redshift

4 surveys

APOGEE(Milky way structure:

composition)

MARVELS(Exoplanets)

SEGUE-II(Milky way structure:

kinematics)

Sample selection

SDSS-III

BOSS

Franco D. Albareti

28th September 2015

TAE 2015 Benasque

Page 32: Franco D. Albaretibenasque.org/2015tae/talks_contr/2811_Albareti.pdf · TAE 2015 Benasque. Sample selection. Quasars from SDSS-III/BOSS ~300,000 Sample selection Wavelength Redshift

Explore our

neighborhood

APOGEE(Milky way structure:

composition)

BOSS

MARVELS(Exoplanets)

Sample selection

SDSS-III

Franco D. Albareti

28th September 2015

TAE 2015 Benasque

SEGUE-II(Milky way structure:

kinematics)

Page 33: Franco D. Albaretibenasque.org/2015tae/talks_contr/2811_Albareti.pdf · TAE 2015 Benasque. Sample selection. Quasars from SDSS-III/BOSS ~300,000 Sample selection Wavelength Redshift

Cosmological

(really far away)

APOGEE(Milky way structure:

composition)

BOSS

MARVELS(Exoplanets)

Sample selection

SDSS-III

Franco D. Albareti

28th September 2015

TAE 2015 Benasque

SEGUE-II(Milky way structure:

kinematics)

Page 34: Franco D. Albaretibenasque.org/2015tae/talks_contr/2811_Albareti.pdf · TAE 2015 Benasque. Sample selection. Quasars from SDSS-III/BOSS ~300,000 Sample selection Wavelength Redshift

BOSS

Sample selection

SDSS-III

Baryonic Oscillation

Spectroscopic Survey

BOSS spectrograph

Luminous Red Galaxies (LRGs)

&

Quasars

R ~ 2000

Franco D. Albareti

28th September 2015

TAE 2015 Benasque

Page 35: Franco D. Albaretibenasque.org/2015tae/talks_contr/2811_Albareti.pdf · TAE 2015 Benasque. Sample selection. Quasars from SDSS-III/BOSS ~300,000 Sample selection Wavelength Redshift

BOSS

Sample selection

SDSS-III

Baryonic Oscillation

Spectroscopic Survey

BOSS spectrograph

Luminous Red Galaxies (LRGs)

&

Quasars

R ~ 2000

SDSS-IV/eBOSS

(still further away)

Franco D. Albareti

28th September 2015

TAE 2015 Benasque

Page 36: Franco D. Albaretibenasque.org/2015tae/talks_contr/2811_Albareti.pdf · TAE 2015 Benasque. Sample selection. Quasars from SDSS-III/BOSS ~300,000 Sample selection Wavelength Redshift

BOSS

Sample selection

SDSS-III

Baryonic Oscillation

Spectroscopic Survey

BOSS spectrograph

Luminous Red Galaxies (LRGs)

&

Quasars

R ~ 2000

SDSS-IV/eBOSS

(still further away)~300,000

Franco D. Albareti

28th September 2015

TAE 2015 Benasque

Page 37: Franco D. Albaretibenasque.org/2015tae/talks_contr/2811_Albareti.pdf · TAE 2015 Benasque. Sample selection. Quasars from SDSS-III/BOSS ~300,000 Sample selection Wavelength Redshift

Sample selection

Page 38: Franco D. Albaretibenasque.org/2015tae/talks_contr/2811_Albareti.pdf · TAE 2015 Benasque. Sample selection. Quasars from SDSS-III/BOSS ~300,000 Sample selection Wavelength Redshift
Page 39: Franco D. Albaretibenasque.org/2015tae/talks_contr/2811_Albareti.pdf · TAE 2015 Benasque. Sample selection. Quasars from SDSS-III/BOSS ~300,000 Sample selection Wavelength Redshift

Quasars from SDSS-III/BOSS

~300,000

Sample selection

Wavelength

Red

shif

tFranco D. Albareti

28th September 2015

TAE 2015 Benasuqe

Page 40: Franco D. Albaretibenasque.org/2015tae/talks_contr/2811_Albareti.pdf · TAE 2015 Benasque. Sample selection. Quasars from SDSS-III/BOSS ~300,000 Sample selection Wavelength Redshift

Quasars from SDSS-III/BOSS

~300,000

Sample selection

HαHβ

MgII

CIII]

CIV

Lyα

Franco D. Albareti

28th September 2015

TAE 2015 Benasuqe

Page 41: Franco D. Albaretibenasque.org/2015tae/talks_contr/2811_Albareti.pdf · TAE 2015 Benasque. Sample selection. Quasars from SDSS-III/BOSS ~300,000 Sample selection Wavelength Redshift

Quasars from SDSS-III/BOSS

~300,000

Sample selection

[OIII] 4960 5008 A

Franco D. Albareti

28th September 2015

TAE 2015 Benasuqe

Page 42: Franco D. Albaretibenasque.org/2015tae/talks_contr/2811_Albareti.pdf · TAE 2015 Benasque. Sample selection. Quasars from SDSS-III/BOSS ~300,000 Sample selection Wavelength Redshift

Quasars from SDSS-III/BOSS

~300,000

Sample selection

[OIII] 4960 5008 Az < 1

Franco D. Albareti

28th September 2015

TAE 2015 Benasuqe

Page 43: Franco D. Albaretibenasque.org/2015tae/talks_contr/2811_Albareti.pdf · TAE 2015 Benasque. Sample selection. Quasars from SDSS-III/BOSS ~300,000 Sample selection Wavelength Redshift

Sample selection

Quasars up to z = 1; >10,000 (clean)

Franco D. Albareti

28th September 2015

TAE 2015 Benasuqe

Page 44: Franco D. Albaretibenasque.org/2015tae/talks_contr/2811_Albareti.pdf · TAE 2015 Benasque. Sample selection. Quasars from SDSS-III/BOSS ~300,000 Sample selection Wavelength Redshift

Sample selection

Quasars up to z = 1; >10,000 (clean)

S/N [OIII] > 10

Converging

Gaussian fits

Outliers > 4σ

Aceptance rate ~ 1/4

Franco D. Albareti

28th September 2015

TAE 2015 Benasuqe

Page 45: Franco D. Albaretibenasque.org/2015tae/talks_contr/2811_Albareti.pdf · TAE 2015 Benasque. Sample selection. Quasars from SDSS-III/BOSS ~300,000 Sample selection Wavelength Redshift

Sample selection

Quasars up to z = 1; >10,000 (clean)

Franco D. Albareti

28th September 2015

TAE 2015 Benasuqe

Page 46: Franco D. Albaretibenasque.org/2015tae/talks_contr/2811_Albareti.pdf · TAE 2015 Benasque. Sample selection. Quasars from SDSS-III/BOSS ~300,000 Sample selection Wavelength Redshift

Sample selection

Quasars up to z = 1; >10,000 (clean)

Franco D. Albareti

28th September 2015

TAE 2015 Benasuqe

Page 47: Franco D. Albaretibenasque.org/2015tae/talks_contr/2811_Albareti.pdf · TAE 2015 Benasque. Sample selection. Quasars from SDSS-III/BOSS ~300,000 Sample selection Wavelength Redshift

Outline

Introduction

Methodology

Sample selection

Results

APOGEE-QFranco D. Albareti

28th September 2015

TAE 2015 Benasque

Page 48: Franco D. Albaretibenasque.org/2015tae/talks_contr/2811_Albareti.pdf · TAE 2015 Benasque. Sample selection. Quasars from SDSS-III/BOSS ~300,000 Sample selection Wavelength Redshift

Outline

Introduction

Methodology

Sample selection

Results

APOGEE-QFranco D. Albareti

28th September 2015

TAE 2015 Benasque

Page 49: Franco D. Albaretibenasque.org/2015tae/talks_contr/2811_Albareti.pdf · TAE 2015 Benasque. Sample selection. Quasars from SDSS-III/BOSS ~300,000 Sample selection Wavelength Redshift

Results

Franco D. Albareti

28th September 2015

TAE 2015 Benasuqe

Page 50: Franco D. Albaretibenasque.org/2015tae/talks_contr/2811_Albareti.pdf · TAE 2015 Benasque. Sample selection. Quasars from SDSS-III/BOSS ~300,000 Sample selection Wavelength Redshift

Results

Franco D. Albareti

28th September 2015

TAE 2015 Benasuqe

Page 51: Franco D. Albaretibenasque.org/2015tae/talks_contr/2811_Albareti.pdf · TAE 2015 Benasque. Sample selection. Quasars from SDSS-III/BOSS ~300,000 Sample selection Wavelength Redshift

Results

Franco D. Albareti

28th September 2015

TAE 2015 Benasuqe

Page 52: Franco D. Albaretibenasque.org/2015tae/talks_contr/2811_Albareti.pdf · TAE 2015 Benasque. Sample selection. Quasars from SDSS-III/BOSS ~300,000 Sample selection Wavelength Redshift

ResultsSystematics?

Franco D. Albareti

28th September 2015

TAE 2015 Benasque

Page 53: Franco D. Albaretibenasque.org/2015tae/talks_contr/2811_Albareti.pdf · TAE 2015 Benasque. Sample selection. Quasars from SDSS-III/BOSS ~300,000 Sample selection Wavelength Redshift

Misidentification of the lines OK

Interval for the Gaussian fits OK

Hβ contamination OK

Continuum subtraction OK

Different fitting methods OK

ResultsSystematics?

Franco D. Albareti

28th September 2015

TAE 2015 Benasque

Page 54: Franco D. Albaretibenasque.org/2015tae/talks_contr/2811_Albareti.pdf · TAE 2015 Benasque. Sample selection. Quasars from SDSS-III/BOSS ~300,000 Sample selection Wavelength Redshift

Spatial variation

Results

Franco D. Albareti

28th September 2015

TAE 2015 Benasque

Page 55: Franco D. Albaretibenasque.org/2015tae/talks_contr/2811_Albareti.pdf · TAE 2015 Benasque. Sample selection. Quasars from SDSS-III/BOSS ~300,000 Sample selection Wavelength Redshift

Spatial variation

Results

OK

Franco D. Albareti

28th September 2015

TAE 2015 Benasque

Page 56: Franco D. Albaretibenasque.org/2015tae/talks_contr/2811_Albareti.pdf · TAE 2015 Benasque. Sample selection. Quasars from SDSS-III/BOSS ~300,000 Sample selection Wavelength Redshift

Spatial variation

Dipole?

Results

Franco D. Albareti

28th September 2015

TAE 2015 Benasque

Page 57: Franco D. Albaretibenasque.org/2015tae/talks_contr/2811_Albareti.pdf · TAE 2015 Benasque. Sample selection. Quasars from SDSS-III/BOSS ~300,000 Sample selection Wavelength Redshift

Spatial variation

No statistical

significance

Results

Franco D. Albareti

28th September 2015

TAE 2015 Benasque

Page 58: Franco D. Albaretibenasque.org/2015tae/talks_contr/2811_Albareti.pdf · TAE 2015 Benasque. Sample selection. Quasars from SDSS-III/BOSS ~300,000 Sample selection Wavelength Redshift

Results[NeIII] lines

Franco D. Albareti

28th September 2015

TAE 2015 Benasuqe

Page 59: Franco D. Albaretibenasque.org/2015tae/talks_contr/2811_Albareti.pdf · TAE 2015 Benasque. Sample selection. Quasars from SDSS-III/BOSS ~300,000 Sample selection Wavelength Redshift

Results[NeIII] lines

Franco D. Albareti

28th September 2015

TAE 2015 Benasuqe

Page 60: Franco D. Albaretibenasque.org/2015tae/talks_contr/2811_Albareti.pdf · TAE 2015 Benasque. Sample selection. Quasars from SDSS-III/BOSS ~300,000 Sample selection Wavelength Redshift

Results[NeIII] lines

Franco D. Albareti

28th September 2015

TAE 2015 Benasuqe

Page 61: Franco D. Albaretibenasque.org/2015tae/talks_contr/2811_Albareti.pdf · TAE 2015 Benasque. Sample selection. Quasars from SDSS-III/BOSS ~300,000 Sample selection Wavelength Redshift

Results

This work (2015)

[NeIII] lines

Franco D. Albareti

28th September 2015

TAE 2015 Benasuqe

Page 62: Franco D. Albaretibenasque.org/2015tae/talks_contr/2811_Albareti.pdf · TAE 2015 Benasque. Sample selection. Quasars from SDSS-III/BOSS ~300,000 Sample selection Wavelength Redshift

Results

This work (2015)

[NeIII] lines

Franco D. Albareti

28th September 2015

TAE 2015 Benasuqe

Page 63: Franco D. Albaretibenasque.org/2015tae/talks_contr/2811_Albareti.pdf · TAE 2015 Benasque. Sample selection. Quasars from SDSS-III/BOSS ~300,000 Sample selection Wavelength Redshift

IC 418 (spirograph nebula)

Results[NeIII] lines

Franco D. Albareti

28th September 2015

TAE 2015 Benasuqe

Page 64: Franco D. Albaretibenasque.org/2015tae/talks_contr/2811_Albareti.pdf · TAE 2015 Benasque. Sample selection. Quasars from SDSS-III/BOSS ~300,000 Sample selection Wavelength Redshift

IC 418 (spirograph nebula)

Results[NeIII] lines

Small

[NeIII] line

Franco D. Albareti

28th September 2015

TAE 2015 Benasuqe

Page 65: Franco D. Albaretibenasque.org/2015tae/talks_contr/2811_Albareti.pdf · TAE 2015 Benasque. Sample selection. Quasars from SDSS-III/BOSS ~300,000 Sample selection Wavelength Redshift

Results[NeIII] lines

Small

[NeIII] line

blended with Hε

and HeI

IC 418 (spirograph nebula)

Franco D. Albareti

28th September 2015

TAE 2015 Benasuqe

Page 66: Franco D. Albaretibenasque.org/2015tae/talks_contr/2811_Albareti.pdf · TAE 2015 Benasque. Sample selection. Quasars from SDSS-III/BOSS ~300,000 Sample selection Wavelength Redshift

Results[NeIII] lines

Small

[NeIII] line

blended with Hε

and HeI

convolved spectrum

IC 418 (spirograph nebula)

Franco D. Albareti

28th September 2015

TAE 2015 Benasuqe

Page 67: Franco D. Albaretibenasque.org/2015tae/talks_contr/2811_Albareti.pdf · TAE 2015 Benasque. Sample selection. Quasars from SDSS-III/BOSS ~300,000 Sample selection Wavelength Redshift

Results[NeIII] lines

Small

[NeIII] line

blended with Hε

and HeI

convolved spectrum

IC 418 (spirograph nebula)

OK

Franco D. Albareti

28th September 2015

TAE 2015 Benasuqe

Page 68: Franco D. Albaretibenasque.org/2015tae/talks_contr/2811_Albareti.pdf · TAE 2015 Benasque. Sample selection. Quasars from SDSS-III/BOSS ~300,000 Sample selection Wavelength Redshift

Results[NeIII] lines

stacked SDSS spectra

[NeIII] lines

Franco D. Albareti

28th September 2015

TAE 2015 Benasuqe

Page 69: Franco D. Albaretibenasque.org/2015tae/talks_contr/2811_Albareti.pdf · TAE 2015 Benasque. Sample selection. Quasars from SDSS-III/BOSS ~300,000 Sample selection Wavelength Redshift

Results[NeIII] lines

stacked SDSS spectra

Franco D. Albareti

28th September 2015

TAE 2015 Benasuqe

[NeIII] lines

Page 70: Franco D. Albaretibenasque.org/2015tae/talks_contr/2811_Albareti.pdf · TAE 2015 Benasque. Sample selection. Quasars from SDSS-III/BOSS ~300,000 Sample selection Wavelength Redshift

Results

Franco D. Albareti

28th September 2015

TAE 2015 Benasuqe

Page 71: Franco D. Albaretibenasque.org/2015tae/talks_contr/2811_Albareti.pdf · TAE 2015 Benasque. Sample selection. Quasars from SDSS-III/BOSS ~300,000 Sample selection Wavelength Redshift

The precision is limited by the sky subtraction

ResultsSimulations

Franco D. Albareti

28th September 2015

TAE 2015 Benasuqe

Page 72: Franco D. Albaretibenasque.org/2015tae/talks_contr/2811_Albareti.pdf · TAE 2015 Benasque. Sample selection. Quasars from SDSS-III/BOSS ~300,000 Sample selection Wavelength Redshift

The precision is limited by the sky subtraction

ResultsSimulations

Typical

errors

from the

Gaussian

fitting

Franco D. Albareti

28th September 2015

TAE 2015 Benasuqe

Page 73: Franco D. Albaretibenasque.org/2015tae/talks_contr/2811_Albareti.pdf · TAE 2015 Benasque. Sample selection. Quasars from SDSS-III/BOSS ~300,000 Sample selection Wavelength Redshift

The precision is limited by the sky subtraction

ResultsSimulations

Errors

Typical

errors

from the

Gaussian

fitting

Franco D. Albareti

28th September 2015

TAE 2015 Benasuqe

Page 74: Franco D. Albaretibenasque.org/2015tae/talks_contr/2811_Albareti.pdf · TAE 2015 Benasque. Sample selection. Quasars from SDSS-III/BOSS ~300,000 Sample selection Wavelength Redshift

ResultsRedshift bins

Franco D. Albareti

28th September 2015

TAE 2015 Benasuqe

Page 75: Franco D. Albaretibenasque.org/2015tae/talks_contr/2811_Albareti.pdf · TAE 2015 Benasque. Sample selection. Quasars from SDSS-III/BOSS ~300,000 Sample selection Wavelength Redshift

Results

Linear redshift dependence

Franco D. Albareti

28th September 2015

TAE 2015 Benasuqe

Page 76: Franco D. Albaretibenasque.org/2015tae/talks_contr/2811_Albareti.pdf · TAE 2015 Benasque. Sample selection. Quasars from SDSS-III/BOSS ~300,000 Sample selection Wavelength Redshift

Combining with quasars from DR7

SDSS spectrograph

Reanalizing the spectra

Results

[OIII] 4960 5008 A[OIII] 4960 5008 A

Franco D. Albareti

28th September 2015

TAE 2015 Benasque

Page 77: Franco D. Albaretibenasque.org/2015tae/talks_contr/2811_Albareti.pdf · TAE 2015 Benasque. Sample selection. Quasars from SDSS-III/BOSS ~300,000 Sample selection Wavelength Redshift

Results

[OIII] 4960 5008 A[OIII] 4960 5008 AReobserved quasars

Franco D. Albareti

28th September 2015

TAE 2015 Benasque

Page 78: Franco D. Albaretibenasque.org/2015tae/talks_contr/2811_Albareti.pdf · TAE 2015 Benasque. Sample selection. Quasars from SDSS-III/BOSS ~300,000 Sample selection Wavelength Redshift

Robust constraint for the variation of the fine structure

constant at z ~ 0.6 (5.7 Gyr ago) (more than 35 samples

analyzed).

For further details, “FDA, J. Comparat, F. Prada et al.,

MNRAS 452 (2015) 4153,

arXiv:1501.00560”

Results

Franco D. Albareti

28th September 2015

TAE 2015 Benasque

Page 79: Franco D. Albaretibenasque.org/2015tae/talks_contr/2811_Albareti.pdf · TAE 2015 Benasque. Sample selection. Quasars from SDSS-III/BOSS ~300,000 Sample selection Wavelength Redshift

Outline

Introduction

Methodology

Sample selection

Results

APOGEE-QFranco D. Albareti

28th September 2015

TAE 2015 Benasque

Page 80: Franco D. Albaretibenasque.org/2015tae/talks_contr/2811_Albareti.pdf · TAE 2015 Benasque. Sample selection. Quasars from SDSS-III/BOSS ~300,000 Sample selection Wavelength Redshift

Outline

Introduction

Methodology

Sample selection

Results

APOGEE-QFranco D. Albareti

28th September 2015

TAE 2015 Benasque

Page 81: Franco D. Albaretibenasque.org/2015tae/talks_contr/2811_Albareti.pdf · TAE 2015 Benasque. Sample selection. Quasars from SDSS-III/BOSS ~300,000 Sample selection Wavelength Redshift

Franco D. Albareti

28th September 2015

TAE 2015 Benasque

Page 82: Franco D. Albaretibenasque.org/2015tae/talks_contr/2811_Albareti.pdf · TAE 2015 Benasque. Sample selection. Quasars from SDSS-III/BOSS ~300,000 Sample selection Wavelength Redshift

Collaborators: F.D. Albareti, J. Comparat, F. Prada, I. Pâris, A. Font, D. Schlegel,

J. Hennawi, J-P. Kneib, D.P. Schneider, A. Myers, W. Brandt, J.K Parejko, your name here…

40 targets, 12 visits 450 fiber hours

Pilot program 2015/16

Black hole mass

Redshifts

[OIII] APOGEE

MgII, CIV BOSS

???

Fine-structure constant

Page 83: Franco D. Albaretibenasque.org/2015tae/talks_contr/2811_Albareti.pdf · TAE 2015 Benasque. Sample selection. Quasars from SDSS-III/BOSS ~300,000 Sample selection Wavelength Redshift

Thanks!

Franco D. Albareti

28th September 2015

TAE 2015 Benasque

Page 84: Franco D. Albaretibenasque.org/2015tae/talks_contr/2811_Albareti.pdf · TAE 2015 Benasque. Sample selection. Quasars from SDSS-III/BOSS ~300,000 Sample selection Wavelength Redshift

Backslides

Franco D. Albareti

28th September 2015

TAE 2015 Benasque

Page 85: Franco D. Albaretibenasque.org/2015tae/talks_contr/2811_Albareti.pdf · TAE 2015 Benasque. Sample selection. Quasars from SDSS-III/BOSS ~300,000 Sample selection Wavelength Redshift

Exact formula for the determination of the

variation of the fine structure constant

Franco D. Albareti

17th April 2015

12th MultiDark

Page 86: Franco D. Albaretibenasque.org/2015tae/talks_contr/2811_Albareti.pdf · TAE 2015 Benasque. Sample selection. Quasars from SDSS-III/BOSS ~300,000 Sample selection Wavelength Redshift

Fine structure constant?

Introduction

Energy levels

Relativity + Spin

Franco D. Albareti

17th April 2015

12th MultiDark

Page 87: Franco D. Albaretibenasque.org/2015tae/talks_contr/2811_Albareti.pdf · TAE 2015 Benasque. Sample selection. Quasars from SDSS-III/BOSS ~300,000 Sample selection Wavelength Redshift

How do we measure its variation?

Geological constraints

Local measurements

Astronomical tests

Introduction

Absorption z = 0.6-4

Emission z = 0.05-1.0

Oklo phenomenon z=0.15

Meteorites z=0.45

10 years

Franco D. Albareti

17th April 2015

12th MultiDark

Page 88: Franco D. Albaretibenasque.org/2015tae/talks_contr/2811_Albareti.pdf · TAE 2015 Benasque. Sample selection. Quasars from SDSS-III/BOSS ~300,000 Sample selection Wavelength Redshift

How do we measure its variation?

Absorption lines from quasars

(Many-multiplet method )

More precise

Several assumptions

Controversial

Introduction

Franco D. Albareti

17th April 2015

12th MultiDark

Page 89: Franco D. Albaretibenasque.org/2015tae/talks_contr/2811_Albareti.pdf · TAE 2015 Benasque. Sample selection. Quasars from SDSS-III/BOSS ~300,000 Sample selection Wavelength Redshift

How do we measure its variation?

Emission lines doublet from quasars

Less precise

Straight-forward

No assumptions

Fine structure of the emission lines

Introduction

Franco D. Albareti

17th April 2015

12th MultiDark

Page 90: Franco D. Albaretibenasque.org/2015tae/talks_contr/2811_Albareti.pdf · TAE 2015 Benasque. Sample selection. Quasars from SDSS-III/BOSS ~300,000 Sample selection Wavelength Redshift

Forbidden lines

Electric quadrupole

and magnetic dipole

transitions

Found in extremely

rarefied media

Introduction

Franco D. Albareti

17th April 2015

12th MultiDark

Page 91: Franco D. Albaretibenasque.org/2015tae/talks_contr/2811_Albareti.pdf · TAE 2015 Benasque. Sample selection. Quasars from SDSS-III/BOSS ~300,000 Sample selection Wavelength Redshift

Continuum fit: seven-order polynomial

Methodology

Franco D. Albareti

17th April 2015

12th MultiDark

Page 92: Franco D. Albaretibenasque.org/2015tae/talks_contr/2811_Albareti.pdf · TAE 2015 Benasque. Sample selection. Quasars from SDSS-III/BOSS ~300,000 Sample selection Wavelength Redshift

Continuum fit: seven-order polynomial

Methodology

Franco D. Albareti

17th April 2015

12th MultiDark

Page 93: Franco D. Albaretibenasque.org/2015tae/talks_contr/2811_Albareti.pdf · TAE 2015 Benasque. Sample selection. Quasars from SDSS-III/BOSS ~300,000 Sample selection Wavelength Redshift

Continuum fit: seven-order polynomial

Methodology

Franco D. Albareti

17th April 2015

12th MultiDark

Page 94: Franco D. Albaretibenasque.org/2015tae/talks_contr/2811_Albareti.pdf · TAE 2015 Benasque. Sample selection. Quasars from SDSS-III/BOSS ~300,000 Sample selection Wavelength Redshift

Find the lines SDSS Redshift

Three significant figures (error estimates )

Methodology

Franco D. Albareti

17th April 2015

12th MultiDark

Page 95: Franco D. Albaretibenasque.org/2015tae/talks_contr/2811_Albareti.pdf · TAE 2015 Benasque. Sample selection. Quasars from SDSS-III/BOSS ~300,000 Sample selection Wavelength Redshift

Find the lines SDSS Redshift

Three significant figures (error estimates )

Methodology

Franco D. Albareti

17th April 2015

12th MultiDark

Page 96: Franco D. Albaretibenasque.org/2015tae/talks_contr/2811_Albareti.pdf · TAE 2015 Benasque. Sample selection. Quasars from SDSS-III/BOSS ~300,000 Sample selection Wavelength Redshift

Measurement method

Methodology

Franco D. Albareti

17th April 2015

12th MultiDark

Page 97: Franco D. Albaretibenasque.org/2015tae/talks_contr/2811_Albareti.pdf · TAE 2015 Benasque. Sample selection. Quasars from SDSS-III/BOSS ~300,000 Sample selection Wavelength Redshift

Measurement method

Methodology

Franco D. Albareti

17th April 2015

12th MultiDark

Page 98: Franco D. Albaretibenasque.org/2015tae/talks_contr/2811_Albareti.pdf · TAE 2015 Benasque. Sample selection. Quasars from SDSS-III/BOSS ~300,000 Sample selection Wavelength Redshift

Line positions

Methodology

Real pixels (with errors)

Gaussian fits

Expected line position

Error for ~ 10^-3,-4

[OIII] lines

Franco D. Albareti

17th April 2015

12th MultiDark

Page 99: Franco D. Albaretibenasque.org/2015tae/talks_contr/2811_Albareti.pdf · TAE 2015 Benasque. Sample selection. Quasars from SDSS-III/BOSS ~300,000 Sample selection Wavelength Redshift

Line positions

Methodology

Real pixels (with errors)

Gaussian fits

Expected line position

Error for ~ 10^-3,-4

[OIII] lines

Franco D. Albareti

17th April 2015

12th MultiDark

Page 100: Franco D. Albaretibenasque.org/2015tae/talks_contr/2811_Albareti.pdf · TAE 2015 Benasque. Sample selection. Quasars from SDSS-III/BOSS ~300,000 Sample selection Wavelength Redshift

Line positions

Methodology

Real pixels (with errors)

Gaussian fits

Expected line position

Error for ~ 10^-3,-4

[OIII] lines

Franco D. Albareti

17th April 2015

12th MultiDark

Page 101: Franco D. Albaretibenasque.org/2015tae/talks_contr/2811_Albareti.pdf · TAE 2015 Benasque. Sample selection. Quasars from SDSS-III/BOSS ~300,000 Sample selection Wavelength Redshift

Line positions

Methodology

[OIII] lines [NeIII] lines

Franco D. Albareti

17th April 2015

12th MultiDark

Page 102: Franco D. Albaretibenasque.org/2015tae/talks_contr/2811_Albareti.pdf · TAE 2015 Benasque. Sample selection. Quasars from SDSS-III/BOSS ~300,000 Sample selection Wavelength Redshift

Line positions

Methodology

[OIII] lines [NeIII] lines

Franco D. Albareti

17th April 2015

12th MultiDark

Page 103: Franco D. Albaretibenasque.org/2015tae/talks_contr/2811_Albareti.pdf · TAE 2015 Benasque. Sample selection. Quasars from SDSS-III/BOSS ~300,000 Sample selection Wavelength Redshift

Line positions

Methodology

[OIII] lines [NeIII] lines

Franco D. Albareti

17th April 2015

12th MultiDark

Page 104: Franco D. Albaretibenasque.org/2015tae/talks_contr/2811_Albareti.pdf · TAE 2015 Benasque. Sample selection. Quasars from SDSS-III/BOSS ~300,000 Sample selection Wavelength Redshift

Line positions

Methodology

[OIII] lines [NeIII] lines

6th Balmer line

Franco D. Albareti

17th April 2015

12th MultiDark

Page 105: Franco D. Albaretibenasque.org/2015tae/talks_contr/2811_Albareti.pdf · TAE 2015 Benasque. Sample selection. Quasars from SDSS-III/BOSS ~300,000 Sample selection Wavelength Redshift

Criteria

Redshift

Sample selection

~300,000

~45,000

Franco D. Albareti

17th April 2015

12th MultiDark

Page 106: Franco D. Albaretibenasque.org/2015tae/talks_contr/2811_Albareti.pdf · TAE 2015 Benasque. Sample selection. Quasars from SDSS-III/BOSS ~300,000 Sample selection Wavelength Redshift

Criteria

Redshift

Noise

Sample selection

~300,000

~45,000

~13,000

Franco D. Albareti

17th April 2015

12th MultiDark

Page 107: Franco D. Albaretibenasque.org/2015tae/talks_contr/2811_Albareti.pdf · TAE 2015 Benasque. Sample selection. Quasars from SDSS-III/BOSS ~300,000 Sample selection Wavelength Redshift

Criteria

Redshift

Noise

Sample selection

~300,000

~45,000

~13,000

Low redshift

Franco D. Albareti

17th April 2015

12th MultiDark

Page 108: Franco D. Albaretibenasque.org/2015tae/talks_contr/2811_Albareti.pdf · TAE 2015 Benasque. Sample selection. Quasars from SDSS-III/BOSS ~300,000 Sample selection Wavelength Redshift

Criteria

Redshift

Noise

Sample selection

~300,000

~45,000

~13,000

Low redshift

Franco D. Albareti

17th April 2015

12th MultiDark

Page 109: Franco D. Albaretibenasque.org/2015tae/talks_contr/2811_Albareti.pdf · TAE 2015 Benasque. Sample selection. Quasars from SDSS-III/BOSS ~300,000 Sample selection Wavelength Redshift

Criteria

Redshift

Noise

Sample selection

~300,000

~45,000

~13,000

Low redshift

High redshift

Franco D. Albareti

17th April 2015

12th MultiDark

Page 110: Franco D. Albaretibenasque.org/2015tae/talks_contr/2811_Albareti.pdf · TAE 2015 Benasque. Sample selection. Quasars from SDSS-III/BOSS ~300,000 Sample selection Wavelength Redshift

Criteria

Redshift

Noise

Sample selection

~300,000

~45,000

~13,000

High redshift

Low redshift

Franco D. Albareti

17th April 2015

12th MultiDark

Page 111: Franco D. Albaretibenasque.org/2015tae/talks_contr/2811_Albareti.pdf · TAE 2015 Benasque. Sample selection. Quasars from SDSS-III/BOSS ~300,000 Sample selection Wavelength Redshift

Sample selection

Criteria

Redshift

Noise

Non-converging Gaussian fits

~300,000

~45,000

~13,000

~12,000

Franco D. Albareti

17th April 2015

12th MultiDark

Page 112: Franco D. Albaretibenasque.org/2015tae/talks_contr/2811_Albareti.pdf · TAE 2015 Benasque. Sample selection. Quasars from SDSS-III/BOSS ~300,000 Sample selection Wavelength Redshift

Sample selection

Criteria

Redshift

Noise

Non-converging Gaussian fits

Outlier points

~300,000

~45,000

~13,000

~12,000

~11,000

Franco D. Albareti

17th April 2015

12th MultiDark

Page 113: Franco D. Albaretibenasque.org/2015tae/talks_contr/2811_Albareti.pdf · TAE 2015 Benasque. Sample selection. Quasars from SDSS-III/BOSS ~300,000 Sample selection Wavelength Redshift

Sample selection

Criteria

Redshift

Noise

Non-converging Gaussian fits

Outlier points

~300,000

~45,000

~13,000

~12,000

~11,000

Franco D. Albareti

17th April 2015

12th MultiDark

Page 114: Franco D. Albaretibenasque.org/2015tae/talks_contr/2811_Albareti.pdf · TAE 2015 Benasque. Sample selection. Quasars from SDSS-III/BOSS ~300,000 Sample selection Wavelength Redshift

Sample selection

Criteria

Redshift

Noise

Non-converging Gaussian fits

Outlier points

~300,000

~45,000

~13,000

~12,000

~11,000

Franco D. Albareti

17th April 2015

12th MultiDark

Page 115: Franco D. Albaretibenasque.org/2015tae/talks_contr/2811_Albareti.pdf · TAE 2015 Benasque. Sample selection. Quasars from SDSS-III/BOSS ~300,000 Sample selection Wavelength Redshift

Sample selection

Criteria

Redshift

Noise

Non-converging Gaussian fits

Outlier points

~300,000

~45,000

~13,000

~12,000

~11,000

4%

Franco D. Albareti

17th April 2015

12th MultiDark

Page 116: Franco D. Albaretibenasque.org/2015tae/talks_contr/2811_Albareti.pdf · TAE 2015 Benasque. Sample selection. Quasars from SDSS-III/BOSS ~300,000 Sample selection Wavelength Redshift

Sample selection

Criteria

Redshift

Noise

Non-converging Gaussian fits

Outlier points

~300,000

~45,000

~13,000

~12,000

~11,000

Mild constraints

4%

Franco D. Albareti

17th April 2015

12th MultiDark

Page 117: Franco D. Albaretibenasque.org/2015tae/talks_contr/2811_Albareti.pdf · TAE 2015 Benasque. Sample selection. Quasars from SDSS-III/BOSS ~300,000 Sample selection Wavelength Redshift

Sample selection

Criteria

Redshift

Noise

Non-converging Gaussian fits

Outlier points

~300,000

~45,000

~13,000

~12,000

~11,000

Mild constraints

4%

Franco D. Albareti

17th April 2015

12th MultiDark

Page 118: Franco D. Albaretibenasque.org/2015tae/talks_contr/2811_Albareti.pdf · TAE 2015 Benasque. Sample selection. Quasars from SDSS-III/BOSS ~300,000 Sample selection Wavelength Redshift

Misidentification of the lines?

Results

Same width

Amplitude ratio ~ 3

Systematics?

Franco D. Albareti

17th April 2015

12th MultiDark

Page 119: Franco D. Albaretibenasque.org/2015tae/talks_contr/2811_Albareti.pdf · TAE 2015 Benasque. Sample selection. Quasars from SDSS-III/BOSS ~300,000 Sample selection Wavelength Redshift

Misidentification of the lines OK

Results

Same width

Amplitude ratio ~ 3

Systematics?

Franco D. Albareti

17th April 2015

12th MultiDark

Page 120: Franco D. Albaretibenasque.org/2015tae/talks_contr/2811_Albareti.pdf · TAE 2015 Benasque. Sample selection. Quasars from SDSS-III/BOSS ~300,000 Sample selection Wavelength Redshift

Misidentification of the lines OK

Interval for the Gaussian fit?

ResultsSystematics?

Franco D. Albareti

17th April 2015

12th MultiDark

Page 121: Franco D. Albaretibenasque.org/2015tae/talks_contr/2811_Albareti.pdf · TAE 2015 Benasque. Sample selection. Quasars from SDSS-III/BOSS ~300,000 Sample selection Wavelength Redshift

Misidentification of the lines OK

Interval for the Gaussian fits? mmm…

ResultsSystematics?

Franco D. Albareti

17th April 2015

12th MultiDark

Page 122: Franco D. Albaretibenasque.org/2015tae/talks_contr/2811_Albareti.pdf · TAE 2015 Benasque. Sample selection. Quasars from SDSS-III/BOSS ~300,000 Sample selection Wavelength Redshift

Misidentification of the lines OK

Interval for the Gaussian fits? mmm…

Hβ contamination?

ResultsSystematics?

Franco D. Albareti

17th April 2015

12th MultiDark

Page 123: Franco D. Albaretibenasque.org/2015tae/talks_contr/2811_Albareti.pdf · TAE 2015 Benasque. Sample selection. Quasars from SDSS-III/BOSS ~300,000 Sample selection Wavelength Redshift

Misidentification of the lines OK

Interval for the Gaussian fits? mmm…

Hβ contamination OK

ResultsSystematics?

Franco D. Albareti

17th April 2015

12th MultiDark

Page 124: Franco D. Albaretibenasque.org/2015tae/talks_contr/2811_Albareti.pdf · TAE 2015 Benasque. Sample selection. Quasars from SDSS-III/BOSS ~300,000 Sample selection Wavelength Redshift

Misidentification of the lines OK

Interval for the Gaussian fits? mmm…

Hβ contamination OK

Continuum subtraction?

ResultsSystematics?

Franco D. Albareti

17th April 2015

12th MultiDark

Page 125: Franco D. Albaretibenasque.org/2015tae/talks_contr/2811_Albareti.pdf · TAE 2015 Benasque. Sample selection. Quasars from SDSS-III/BOSS ~300,000 Sample selection Wavelength Redshift

Misidentification of the lines OK

Interval for the Gaussian fits? mmm…

Hβ contamination OK

Continuum subtraction OK

ResultsSystematics?

Franco D. Albareti

17th April 2015

12th MultiDark

Page 126: Franco D. Albaretibenasque.org/2015tae/talks_contr/2811_Albareti.pdf · TAE 2015 Benasque. Sample selection. Quasars from SDSS-III/BOSS ~300,000 Sample selection Wavelength Redshift

Misidentification of the lines OK

Interval for the Gaussian fits? mmm…

Hβ contamination OK

Continuum subtraction OK

Different fitting methods?

ResultsSystematics?

Franco D. Albareti

17th April 2015

12th MultiDark

Page 127: Franco D. Albaretibenasque.org/2015tae/talks_contr/2811_Albareti.pdf · TAE 2015 Benasque. Sample selection. Quasars from SDSS-III/BOSS ~300,000 Sample selection Wavelength Redshift

Different fitting methods?

ResultsSystematics?

Franco D. Albareti

17th April 2015

12th MultiDark

Page 128: Franco D. Albaretibenasque.org/2015tae/talks_contr/2811_Albareti.pdf · TAE 2015 Benasque. Sample selection. Quasars from SDSS-III/BOSS ~300,000 Sample selection Wavelength Redshift

Different fitting methods?

ResultsSystematics?

Franco D. Albareti

17th April 2015

12th MultiDark

Page 129: Franco D. Albaretibenasque.org/2015tae/talks_contr/2811_Albareti.pdf · TAE 2015 Benasque. Sample selection. Quasars from SDSS-III/BOSS ~300,000 Sample selection Wavelength Redshift

Different fitting methods?

ResultsSystematics?

Franco D. Albareti

17th April 2015

12th MultiDark

Page 130: Franco D. Albaretibenasque.org/2015tae/talks_contr/2811_Albareti.pdf · TAE 2015 Benasque. Sample selection. Quasars from SDSS-III/BOSS ~300,000 Sample selection Wavelength Redshift

Different fitting methods?

ResultsSystematics?

Franco D. Albareti

17th April 2015

12th MultiDark

Page 131: Franco D. Albaretibenasque.org/2015tae/talks_contr/2811_Albareti.pdf · TAE 2015 Benasque. Sample selection. Quasars from SDSS-III/BOSS ~300,000 Sample selection Wavelength Redshift

Different fitting methods?

ResultsSystematics?

Franco D. Albareti

17th April 2015

12th MultiDark

Page 132: Franco D. Albaretibenasque.org/2015tae/talks_contr/2811_Albareti.pdf · TAE 2015 Benasque. Sample selection. Quasars from SDSS-III/BOSS ~300,000 Sample selection Wavelength Redshift

Different fitting methods

ResultsSystematics?

Franco D. Albareti

17th April 2015

12th MultiDark

Page 133: Franco D. Albaretibenasque.org/2015tae/talks_contr/2811_Albareti.pdf · TAE 2015 Benasque. Sample selection. Quasars from SDSS-III/BOSS ~300,000 Sample selection Wavelength Redshift

Different fitting methods

ResultsSystematics?

Franco D. Albareti

17th April 2015

12th MultiDark

Page 134: Franco D. Albaretibenasque.org/2015tae/talks_contr/2811_Albareti.pdf · TAE 2015 Benasque. Sample selection. Quasars from SDSS-III/BOSS ~300,000 Sample selection Wavelength Redshift

Misidentification of the lines OK

Interval for the Gaussian fits mmm…

Hβ contamination OK

Continuum subtraction OK

Different fitting methods OK

ResultsSystematics?

Franco D. Albareti

17th April 2015

12th MultiDark

Page 135: Franco D. Albaretibenasque.org/2015tae/talks_contr/2811_Albareti.pdf · TAE 2015 Benasque. Sample selection. Quasars from SDSS-III/BOSS ~300,000 Sample selection Wavelength Redshift

Misidentification of the lines OK

Interval for the Gaussian fits OK

Hβ contamination OK

Continuum subtraction OK

Different fitting methods OK

ResultsSystematics?

Franco D. Albareti

17th April 2015

12th MultiDark

Page 136: Franco D. Albaretibenasque.org/2015tae/talks_contr/2811_Albareti.pdf · TAE 2015 Benasque. Sample selection. Quasars from SDSS-III/BOSS ~300,000 Sample selection Wavelength Redshift

Misidentification of the lines

Systematics

Franco D. Albareti

17th April 2015

12th MultiDark

Page 137: Franco D. Albaretibenasque.org/2015tae/talks_contr/2811_Albareti.pdf · TAE 2015 Benasque. Sample selection. Quasars from SDSS-III/BOSS ~300,000 Sample selection Wavelength Redshift

Misidentification of the lines

Systematics

Same width

Amplitude ratio ~ 3

Franco D. Albareti

17th April 2015

12th MultiDark

Page 138: Franco D. Albaretibenasque.org/2015tae/talks_contr/2811_Albareti.pdf · TAE 2015 Benasque. Sample selection. Quasars from SDSS-III/BOSS ~300,000 Sample selection Wavelength Redshift

Misidentification of the lines

Systematics

Franco D. Albareti

17th April 2015

12th MultiDark

Page 139: Franco D. Albaretibenasque.org/2015tae/talks_contr/2811_Albareti.pdf · TAE 2015 Benasque. Sample selection. Quasars from SDSS-III/BOSS ~300,000 Sample selection Wavelength Redshift

Misidentification of the lines

Systematics

Franco D. Albareti

17th April 2015

12th MultiDark

Page 140: Franco D. Albaretibenasque.org/2015tae/talks_contr/2811_Albareti.pdf · TAE 2015 Benasque. Sample selection. Quasars from SDSS-III/BOSS ~300,000 Sample selection Wavelength Redshift

Misidentification of the lines

Systematics

Franco D. Albareti

17th April 2015

12th MultiDark

Page 141: Franco D. Albaretibenasque.org/2015tae/talks_contr/2811_Albareti.pdf · TAE 2015 Benasque. Sample selection. Quasars from SDSS-III/BOSS ~300,000 Sample selection Wavelength Redshift

Misidentification of the lines

Systematics

Franco D. Albareti

17th April 2015

12th MultiDark

Page 142: Franco D. Albaretibenasque.org/2015tae/talks_contr/2811_Albareti.pdf · TAE 2015 Benasque. Sample selection. Quasars from SDSS-III/BOSS ~300,000 Sample selection Wavelength Redshift

Misidentification of the lines

Systematics

OK

OK

Franco D. Albareti

17th April 2015

12th MultiDark

Page 143: Franco D. Albaretibenasque.org/2015tae/talks_contr/2811_Albareti.pdf · TAE 2015 Benasque. Sample selection. Quasars from SDSS-III/BOSS ~300,000 Sample selection Wavelength Redshift

Misidentification of the lines OK

Interval for the Gaussian fits

Systematics

Franco D. Albareti

17th April 2015

12th MultiDark

Page 144: Franco D. Albaretibenasque.org/2015tae/talks_contr/2811_Albareti.pdf · TAE 2015 Benasque. Sample selection. Quasars from SDSS-III/BOSS ~300,000 Sample selection Wavelength Redshift

Misidentification of the lines OK

Interval for the Gaussian fits

Systematics

Franco D. Albareti

17th April 2015

12th MultiDark

Page 145: Franco D. Albaretibenasque.org/2015tae/talks_contr/2811_Albareti.pdf · TAE 2015 Benasque. Sample selection. Quasars from SDSS-III/BOSS ~300,000 Sample selection Wavelength Redshift

Misidentification of the lines OK

Interval for the Gaussian fits

Systematics

Franco D. Albareti

17th April 2015

12th MultiDark

Page 146: Franco D. Albaretibenasque.org/2015tae/talks_contr/2811_Albareti.pdf · TAE 2015 Benasque. Sample selection. Quasars from SDSS-III/BOSS ~300,000 Sample selection Wavelength Redshift

Misidentification of the lines OK

Interval for the Gaussian fits

Systematics

Franco D. Albareti

17th April 2015

12th MultiDark

Page 147: Franco D. Albaretibenasque.org/2015tae/talks_contr/2811_Albareti.pdf · TAE 2015 Benasque. Sample selection. Quasars from SDSS-III/BOSS ~300,000 Sample selection Wavelength Redshift

Misidentification of the lines OK

Interval for the Gaussian fits

Systematics

More affected by noise and Hbeta

Franco D. Albareti

17th April 2015

12th MultiDark

Page 148: Franco D. Albaretibenasque.org/2015tae/talks_contr/2811_Albareti.pdf · TAE 2015 Benasque. Sample selection. Quasars from SDSS-III/BOSS ~300,000 Sample selection Wavelength Redshift

Misidentification of the lines OK

Interval for the Gaussian fits

Systematics

More affected by noise and Hbeta

OK

Franco D. Albareti

17th April 2015

12th MultiDark

Page 149: Franco D. Albaretibenasque.org/2015tae/talks_contr/2811_Albareti.pdf · TAE 2015 Benasque. Sample selection. Quasars from SDSS-III/BOSS ~300,000 Sample selection Wavelength Redshift

Misidentification of the lines OK

Interval for the Gaussian fits

Systematics

More affected by noise and Hbeta

OK

Franco D. Albareti

17th April 2015

12th MultiDark

Page 150: Franco D. Albaretibenasque.org/2015tae/talks_contr/2811_Albareti.pdf · TAE 2015 Benasque. Sample selection. Quasars from SDSS-III/BOSS ~300,000 Sample selection Wavelength Redshift

Misidentification of the lines OK

Interval for the Gaussian fits OK

Hbeta contamination

Systematics

Franco D. Albareti

17th April 2015

12th MultiDark

Page 151: Franco D. Albaretibenasque.org/2015tae/talks_contr/2811_Albareti.pdf · TAE 2015 Benasque. Sample selection. Quasars from SDSS-III/BOSS ~300,000 Sample selection Wavelength Redshift

Misidentification of the lines OK

Interval for the Gaussian fits OK

Hbeta contamination

Systematics

Franco D. Albareti

17th April 2015

12th MultiDark

Page 152: Franco D. Albaretibenasque.org/2015tae/talks_contr/2811_Albareti.pdf · TAE 2015 Benasque. Sample selection. Quasars from SDSS-III/BOSS ~300,000 Sample selection Wavelength Redshift

Misidentification of the lines OK

Interval for the Gaussian fits OK

Hbeta contamination

Systematics

Franco D. Albareti

17th April 2015

12th MultiDark

Page 153: Franco D. Albaretibenasque.org/2015tae/talks_contr/2811_Albareti.pdf · TAE 2015 Benasque. Sample selection. Quasars from SDSS-III/BOSS ~300,000 Sample selection Wavelength Redshift

Misidentification of the lines OK

Interval for the Gaussian fits OK

Hbeta contamination

Systematics

Franco D. Albareti

17th April 2015

12th MultiDark

Page 154: Franco D. Albaretibenasque.org/2015tae/talks_contr/2811_Albareti.pdf · TAE 2015 Benasque. Sample selection. Quasars from SDSS-III/BOSS ~300,000 Sample selection Wavelength Redshift

Misidentification of the lines OK

Interval for the Gaussian fits OK

Hbeta contamination

Systematics

Franco D. Albareti

17th April 2015

12th MultiDark

Page 155: Franco D. Albaretibenasque.org/2015tae/talks_contr/2811_Albareti.pdf · TAE 2015 Benasque. Sample selection. Quasars from SDSS-III/BOSS ~300,000 Sample selection Wavelength Redshift

Misidentification of the lines OK

Interval for the Gaussian fits OK

Hbeta contamination

Systematics

Franco D. Albareti

17th April 2015

12th MultiDark

Page 156: Franco D. Albaretibenasque.org/2015tae/talks_contr/2811_Albareti.pdf · TAE 2015 Benasque. Sample selection. Quasars from SDSS-III/BOSS ~300,000 Sample selection Wavelength Redshift

Misidentification of the lines OK

Interval for the Gaussian fits OK

Hbeta contamination

Systematics

Franco D. Albareti

17th April 2015

12th MultiDark

Page 157: Franco D. Albaretibenasque.org/2015tae/talks_contr/2811_Albareti.pdf · TAE 2015 Benasque. Sample selection. Quasars from SDSS-III/BOSS ~300,000 Sample selection Wavelength Redshift

Misidentification of the lines OK

Interval for the Gaussian fits OK

Hbeta contamination

Systematics

Franco D. Albareti

17th April 2015

12th MultiDark

Page 158: Franco D. Albaretibenasque.org/2015tae/talks_contr/2811_Albareti.pdf · TAE 2015 Benasque. Sample selection. Quasars from SDSS-III/BOSS ~300,000 Sample selection Wavelength Redshift

Misidentification of the lines OK

Interval for the Gaussian fits OK

Hbeta contamination

Systematics

OK

Franco D. Albareti

17th April 2015

12th MultiDark

Page 159: Franco D. Albaretibenasque.org/2015tae/talks_contr/2811_Albareti.pdf · TAE 2015 Benasque. Sample selection. Quasars from SDSS-III/BOSS ~300,000 Sample selection Wavelength Redshift

Misidentification of the lines OK

Interval for the Gaussian fits OK

Hbeta contamination OK

Continuum subtraction

Systematics

Franco D. Albareti

17th April 2015

12th MultiDark

Page 160: Franco D. Albaretibenasque.org/2015tae/talks_contr/2811_Albareti.pdf · TAE 2015 Benasque. Sample selection. Quasars from SDSS-III/BOSS ~300,000 Sample selection Wavelength Redshift

Misidentification of the lines OK

Interval for the Gaussian fits OK

Hbeta contamination OK

Continuum subtraction

Systematics

Franco D. Albareti

17th April 2015

12th MultiDark

Page 161: Franco D. Albaretibenasque.org/2015tae/talks_contr/2811_Albareti.pdf · TAE 2015 Benasque. Sample selection. Quasars from SDSS-III/BOSS ~300,000 Sample selection Wavelength Redshift

Misidentification of the lines OK

Interval for the Gaussian fits OK

Hbeta contamination OK

Continuum subtraction

Systematics

Franco D. Albareti

17th April 2015

12th MultiDark

Page 162: Franco D. Albaretibenasque.org/2015tae/talks_contr/2811_Albareti.pdf · TAE 2015 Benasque. Sample selection. Quasars from SDSS-III/BOSS ~300,000 Sample selection Wavelength Redshift

Misidentification of the lines OK

Interval for the Gaussian fits OK

Hbeta contamination OK

Continuum subtraction

Systematics

OK

Franco D. Albareti

17th April 2015

12th MultiDark

Page 163: Franco D. Albaretibenasque.org/2015tae/talks_contr/2811_Albareti.pdf · TAE 2015 Benasque. Sample selection. Quasars from SDSS-III/BOSS ~300,000 Sample selection Wavelength Redshift

Misidentification of the lines OK

Interval for the Gaussian fits OK

Hbeta contamination OK

Continuum subtraction OK

Different methods

Systematics

Franco D. Albareti

17th April 2015

12th MultiDark

Page 164: Franco D. Albaretibenasque.org/2015tae/talks_contr/2811_Albareti.pdf · TAE 2015 Benasque. Sample selection. Quasars from SDSS-III/BOSS ~300,000 Sample selection Wavelength Redshift

Misidentification of the lines OK

Interval for the Gaussian fits OK

Hbeta contamination OK

Continuum subtraction OK

Different methods

Systematics

Franco D. Albareti

17th April 2015

12th MultiDark

Page 165: Franco D. Albaretibenasque.org/2015tae/talks_contr/2811_Albareti.pdf · TAE 2015 Benasque. Sample selection. Quasars from SDSS-III/BOSS ~300,000 Sample selection Wavelength Redshift

Misidentification of the lines OK

Interval for the Gaussian fits OK

Hbeta contamination OK

Continuum subtraction OK

Different methods

Systematics

OK

Franco D. Albareti

17th April 2015

12th MultiDark

Page 166: Franco D. Albaretibenasque.org/2015tae/talks_contr/2811_Albareti.pdf · TAE 2015 Benasque. Sample selection. Quasars from SDSS-III/BOSS ~300,000 Sample selection Wavelength Redshift

Misidentification of the lines OK

Interval for the Gaussian fits OK

Hbeta contamination OK

Continuum subtraction OK

Different methods OK

And more…(simulations)

Systematics

“F. D. Albareti et al., arXiv: 1501.00560”

Franco D. Albareti

17th April 2015

12th MultiDark

Page 167: Franco D. Albaretibenasque.org/2015tae/talks_contr/2811_Albareti.pdf · TAE 2015 Benasque. Sample selection. Quasars from SDSS-III/BOSS ~300,000 Sample selection Wavelength Redshift

Final results

Systematics

Franco D. Albareti

17th April 2015

12th MultiDark

Page 168: Franco D. Albaretibenasque.org/2015tae/talks_contr/2811_Albareti.pdf · TAE 2015 Benasque. Sample selection. Quasars from SDSS-III/BOSS ~300,000 Sample selection Wavelength Redshift

Final results

Systematics

Franco D. Albareti

17th April 2015

12th MultiDark

Page 169: Franco D. Albaretibenasque.org/2015tae/talks_contr/2811_Albareti.pdf · TAE 2015 Benasque. Sample selection. Quasars from SDSS-III/BOSS ~300,000 Sample selection Wavelength Redshift

Final results

A factor 2.5 of improvement is expected…?

Systematics

Franco D. Albareti

17th April 2015

12th MultiDark

Page 170: Franco D. Albaretibenasque.org/2015tae/talks_contr/2811_Albareti.pdf · TAE 2015 Benasque. Sample selection. Quasars from SDSS-III/BOSS ~300,000 Sample selection Wavelength Redshift

Robust constraint for the variation of the fine structure

constant at z ~ 0.6 (5.7 Gyr ago) (more than 35 samples

analyzed).

For further details,

Well…, it is not a big improvement…

“FDA, J. Comparat, F. Prada et al.,

arXiv:1501.00560”

Results

mmm…

why?

Franco D. Albareti

17th April 2015

12th MultiDark

Page 171: Franco D. Albaretibenasque.org/2015tae/talks_contr/2811_Albareti.pdf · TAE 2015 Benasque. Sample selection. Quasars from SDSS-III/BOSS ~300,000 Sample selection Wavelength Redshift

Errors

Results

Franco D. Albareti

17th April 2015

12th MultiDark

Page 172: Franco D. Albaretibenasque.org/2015tae/talks_contr/2811_Albareti.pdf · TAE 2015 Benasque. Sample selection. Quasars from SDSS-III/BOSS ~300,000 Sample selection Wavelength Redshift

Errors

Standard deviation

Results

Franco D. Albareti

17th April 2015

12th MultiDark

Page 173: Franco D. Albaretibenasque.org/2015tae/talks_contr/2811_Albareti.pdf · TAE 2015 Benasque. Sample selection. Quasars from SDSS-III/BOSS ~300,000 Sample selection Wavelength Redshift

Errors

Standard deviation

Sky

Results

Franco D. Albareti

17th April 2015

12th MultiDark

Page 174: Franco D. Albaretibenasque.org/2015tae/talks_contr/2811_Albareti.pdf · TAE 2015 Benasque. Sample selection. Quasars from SDSS-III/BOSS ~300,000 Sample selection Wavelength Redshift

Errors

Standard deviation

Sky

Results

Franco D. Albareti

17th April 2015

12th MultiDark

Page 175: Franco D. Albaretibenasque.org/2015tae/talks_contr/2811_Albareti.pdf · TAE 2015 Benasque. Sample selection. Quasars from SDSS-III/BOSS ~300,000 Sample selection Wavelength Redshift

Atmospheric O2 airglow emission

Results

Franco D. Albareti

17th April 2015

12th MultiDark

Page 176: Franco D. Albaretibenasque.org/2015tae/talks_contr/2811_Albareti.pdf · TAE 2015 Benasque. Sample selection. Quasars from SDSS-III/BOSS ~300,000 Sample selection Wavelength Redshift

The precision is limited by the sky subtraction

Results

Franco D. Albareti

17th April 2015

12th MultiDark

Page 177: Franco D. Albaretibenasque.org/2015tae/talks_contr/2811_Albareti.pdf · TAE 2015 Benasque. Sample selection. Quasars from SDSS-III/BOSS ~300,000 Sample selection Wavelength Redshift

VLT/UVES High-resolution spectrograph

Future projects

R ~ 62,000 – 110,000

z ~ 0.6

Franco D. Albareti

17th April 2015

12th MultiDark

< 10^-6

Page 178: Franco D. Albaretibenasque.org/2015tae/talks_contr/2811_Albareti.pdf · TAE 2015 Benasque. Sample selection. Quasars from SDSS-III/BOSS ~300,000 Sample selection Wavelength Redshift

VLT/UVES High-resolution spectrograph

Future projects

R ~ 62,000 – 110,000

z ~ 0.6

Franco D. Albareti

17th April 2015

12th MultiDark

Page 179: Franco D. Albaretibenasque.org/2015tae/talks_contr/2811_Albareti.pdf · TAE 2015 Benasque. Sample selection. Quasars from SDSS-III/BOSS ~300,000 Sample selection Wavelength Redshift

Future projects

R ~ 62,000 – 110,000

z ~ 0.6

Proposal submitted…

Franco D. Albareti

17th April 2015

12th MultiDark

VLT/UVES High-resolution spectrograph

Page 180: Franco D. Albaretibenasque.org/2015tae/talks_contr/2811_Albareti.pdf · TAE 2015 Benasque. Sample selection. Quasars from SDSS-III/BOSS ~300,000 Sample selection Wavelength Redshift

VLT/UVES High-resolution spectrograph

NOT/FIES High-resolution spectrogpraph

Future projects

R ~ 62,000 – 110,000

z ~ 0.6

< 10^-6

Franco D. Albareti

17th April 2015

12th MultiDark

R ~ 62,000 – 110,000

z ~ 0.3

Page 181: Franco D. Albaretibenasque.org/2015tae/talks_contr/2811_Albareti.pdf · TAE 2015 Benasque. Sample selection. Quasars from SDSS-III/BOSS ~300,000 Sample selection Wavelength Redshift

R ~ 62,000 – 110,000

z ~ 0.6

R ~ 62,000 – 110,000

z ~ 0.3

VLT/UVES High-resolution spectrograph

NOT/FIES High-resolution spectrogpraph

Future projects

Franco D. Albareti

17th April 2015

12th MultiDark

Proposal

submitted….

Page 182: Franco D. Albaretibenasque.org/2015tae/talks_contr/2811_Albareti.pdf · TAE 2015 Benasque. Sample selection. Quasars from SDSS-III/BOSS ~300,000 Sample selection Wavelength Redshift

APOGEE-N Med-resolution spectrograph

Future projects

Franco D. Albareti

17th April 2015

12th MultiDark

R ~ 22,000

z ~ 2.2< 10^-5

APOGEE-Q

Ancillary Science

Proposal

For SDSS-IV/APOGEE-2

Page 183: Franco D. Albaretibenasque.org/2015tae/talks_contr/2811_Albareti.pdf · TAE 2015 Benasque. Sample selection. Quasars from SDSS-III/BOSS ~300,000 Sample selection Wavelength Redshift

APOGEE-N Med-resolution spectrograph

Future projects

Franco D. Albareti

17th April 2015

12th MultiDark

R ~ 22,000

z ~ 2.2< 10^-5

APOGEE-Q

Ancillary Science

Proposal

For SDSS-IV/APOGEE-2

Page 184: Franco D. Albaretibenasque.org/2015tae/talks_contr/2811_Albareti.pdf · TAE 2015 Benasque. Sample selection. Quasars from SDSS-III/BOSS ~300,000 Sample selection Wavelength Redshift

APOGEE-N Med-resolution spectrograph

Future projects

Franco D. Albareti

17th April 2015

12th MultiDark

R ~ 22,000

z ~ 2.2< 10^-5

APOGEE-Q

Ancillary Science

Proposal

For SDSS-IV/APOGEE-2

Page 185: Franco D. Albaretibenasque.org/2015tae/talks_contr/2811_Albareti.pdf · TAE 2015 Benasque. Sample selection. Quasars from SDSS-III/BOSS ~300,000 Sample selection Wavelength Redshift

Sample selection

Franco D. Albareti

17th April 2015

12th MultiDark

Page 186: Franco D. Albaretibenasque.org/2015tae/talks_contr/2811_Albareti.pdf · TAE 2015 Benasque. Sample selection. Quasars from SDSS-III/BOSS ~300,000 Sample selection Wavelength Redshift

Sample selection

Franco D. Albareti

17th April 2015

12th MultiDark

Page 187: Franco D. Albaretibenasque.org/2015tae/talks_contr/2811_Albareti.pdf · TAE 2015 Benasque. Sample selection. Quasars from SDSS-III/BOSS ~300,000 Sample selection Wavelength Redshift

Sample selection

Franco D. Albareti

17th April 2015

12th MultiDark

Page 188: Franco D. Albaretibenasque.org/2015tae/talks_contr/2811_Albareti.pdf · TAE 2015 Benasque. Sample selection. Quasars from SDSS-III/BOSS ~300,000 Sample selection Wavelength Redshift

Sample selection

Franco D. Albareti

17th April 2015

12th MultiDark

Page 189: Franco D. Albaretibenasque.org/2015tae/talks_contr/2811_Albareti.pdf · TAE 2015 Benasque. Sample selection. Quasars from SDSS-III/BOSS ~300,000 Sample selection Wavelength Redshift

Sample selection

Franco D. Albareti

17th April 2015

12th MultiDark

Page 190: Franco D. Albaretibenasque.org/2015tae/talks_contr/2811_Albareti.pdf · TAE 2015 Benasque. Sample selection. Quasars from SDSS-III/BOSS ~300,000 Sample selection Wavelength Redshift

Sample selection

Franco D. Albareti

17th April 2015

12th MultiDark

Page 191: Franco D. Albaretibenasque.org/2015tae/talks_contr/2811_Albareti.pdf · TAE 2015 Benasque. Sample selection. Quasars from SDSS-III/BOSS ~300,000 Sample selection Wavelength Redshift

Sample selection

Franco D. Albareti

17th April 2015

12th MultiDark

Page 192: Franco D. Albaretibenasque.org/2015tae/talks_contr/2811_Albareti.pdf · TAE 2015 Benasque. Sample selection. Quasars from SDSS-III/BOSS ~300,000 Sample selection Wavelength Redshift

Sample selection

Franco D. Albareti

17th April 2015

12th MultiDark

Page 193: Franco D. Albaretibenasque.org/2015tae/talks_contr/2811_Albareti.pdf · TAE 2015 Benasque. Sample selection. Quasars from SDSS-III/BOSS ~300,000 Sample selection Wavelength Redshift

Sample selection

Franco D. Albareti

17th April 2015

12th MultiDark