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Where do Monsters Grow? Guang Yang (ط) Penn State University arXiv: 1704.06658

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Page 1: Where do Monsters Grow? - About people.tamu.edupeople.tamu.edu/~gyang206265/files/bhar_html.pdf · 2020. 1. 26. · Where do Monsters Grow? Guang Yang ( w 7) Penn State University

Where do Monsters Grow?

Guang Yang ( ) Penn State University

arXiv: 1704.06658

Page 2: Where do Monsters Grow? - About people.tamu.edupeople.tamu.edu/~gyang206265/files/bhar_html.pdf · 2020. 1. 26. · Where do Monsters Grow? Guang Yang ( w 7) Penn State University

Our Group

Dr. Chien-Ting Chen Dr. Fabio Vito Prof. Niel Brandt

Other collaborators: D. M. Alexander, B. Luo, M. Y. Sun, Y. Q. Xue, F. E. Bauer, A. M. Koekemoer, B. D. Lehmer, T. Liu, D. P. Schneider, O. Shemmer, J. R. Trump, C. Vignali, J.-X. Wang

Page 3: Where do Monsters Grow? - About people.tamu.edupeople.tamu.edu/~gyang206265/files/bhar_html.pdf · 2020. 1. 26. · Where do Monsters Grow? Guang Yang ( w 7) Penn State University

Black holes (monsters) are common in galactic centers

Credit: Wikipedia

Credit: Interstellar movie

Page 4: Where do Monsters Grow? - About people.tamu.edupeople.tamu.edu/~gyang206265/files/bhar_html.pdf · 2020. 1. 26. · Where do Monsters Grow? Guang Yang ( w 7) Penn State University

Growing black holes— active galactic nuclei (AGNs)

Artists' view Observation

Credit: EducatedEarth.net

Brandt & Alexander (2015)

X-ray

Page 5: Where do Monsters Grow? - About people.tamu.edupeople.tamu.edu/~gyang206265/files/bhar_html.pdf · 2020. 1. 26. · Where do Monsters Grow? Guang Yang ( w 7) Penn State University

Black-hole mass is related to host galaxy properties in local universe

Credit: K. Cordes, S. Brown (STScI)

Page 6: Where do Monsters Grow? - About people.tamu.edupeople.tamu.edu/~gyang206265/files/bhar_html.pdf · 2020. 1. 26. · Where do Monsters Grow? Guang Yang ( w 7) Penn State University

Black hole-galaxy coevolution?Center:

black-hole accretion

Outer parts: star formation

Credits: ESA/ATG Medialab

Page 7: Where do Monsters Grow? - About people.tamu.edupeople.tamu.edu/~gyang206265/files/bhar_html.pdf · 2020. 1. 26. · Where do Monsters Grow? Guang Yang ( w 7) Penn State University

Black-hole vs galaxy growth• Total black-hole

accretion rate (BHAR) and star-formation rate (SFR) are proportional

• SFR (total) ~ 5000 ⨉ BHAR (total)

Kormendy & Ho (2013)

Page 8: Where do Monsters Grow? - About people.tamu.edupeople.tamu.edu/~gyang206265/files/bhar_html.pdf · 2020. 1. 26. · Where do Monsters Grow? Guang Yang ( w 7) Penn State University

BHAR-SFR relation: puzzling

<BHAR>-SFR: good linear relation

Chen et al. (2013)

Page 9: Where do Monsters Grow? - About people.tamu.edupeople.tamu.edu/~gyang206265/files/bhar_html.pdf · 2020. 1. 26. · Where do Monsters Grow? Guang Yang ( w 7) Penn State University

BHAR-SFR relation: puzzling

<SFR>-BHAR: flat, no correlation

Stanley et al. 2015

Page 10: Where do Monsters Grow? - About people.tamu.edupeople.tamu.edu/~gyang206265/files/bhar_html.pdf · 2020. 1. 26. · Where do Monsters Grow? Guang Yang ( w 7) Penn State University

A model to solve the puzzle

Advanced by Hickox et al. (2014), assumes:

1. Long-term average BHAR ∝SFR

2. Observed (instantaneous) BHAR variable on<10 Myr; SFR~constant on ≳100 Myr.

Page 11: Where do Monsters Grow? - About people.tamu.edupeople.tamu.edu/~gyang206265/files/bhar_html.pdf · 2020. 1. 26. · Where do Monsters Grow? Guang Yang ( w 7) Penn State University

View from the model

Long-term average BHAR; reveal intrinsic BHAR-SFR relation

Instantaneous BHAR; not very useful

Page 12: Where do Monsters Grow? - About people.tamu.edupeople.tamu.edu/~gyang206265/files/bhar_html.pdf · 2020. 1. 26. · Where do Monsters Grow? Guang Yang ( w 7) Penn State University

Model assumptions?

1. Long-term average BHAR ∝SFR

2. Observed (instantaneous) BHAR variable on < 10 Myr; SFR ~ constant on ≳ 100 Myr.

Page 13: Where do Monsters Grow? - About people.tamu.edupeople.tamu.edu/~gyang206265/files/bhar_html.pdf · 2020. 1. 26. · Where do Monsters Grow? Guang Yang ( w 7) Penn State University

Assumption 2: OK

~15 year AGN X-ray variability

Yang et al. (2016)

Page 14: Where do Monsters Grow? - About people.tamu.edupeople.tamu.edu/~gyang206265/files/bhar_html.pdf · 2020. 1. 26. · Where do Monsters Grow? Guang Yang ( w 7) Penn State University

Assumption 2: OK

~15 year AGN X-ray variability

Yang et al. (2016)

Page 15: Where do Monsters Grow? - About people.tamu.edupeople.tamu.edu/~gyang206265/files/bhar_html.pdf · 2020. 1. 26. · Where do Monsters Grow? Guang Yang ( w 7) Penn State University

Assumption 2: OK

• Observed amplitude ~ factor of 2 (Δt=15 yr)

• Longer timescale → larger amplitude

Yang et al. (2016)

Page 16: Where do Monsters Grow? - About people.tamu.edupeople.tamu.edu/~gyang206265/files/bhar_html.pdf · 2020. 1. 26. · Where do Monsters Grow? Guang Yang ( w 7) Penn State University

Assumption 2: OK

Page 17: Where do Monsters Grow? - About people.tamu.edupeople.tamu.edu/~gyang206265/files/bhar_html.pdf · 2020. 1. 26. · Where do Monsters Grow? Guang Yang ( w 7) Penn State University

Model assumptions?

1. Long-term average BHAR ∝SFR

2. Observed (instantaneous) BHAR variable on < 10 Myr; SFR ~ constant on ≳ 100 Myr.

Page 18: Where do Monsters Grow? - About people.tamu.edupeople.tamu.edu/~gyang206265/files/bhar_html.pdf · 2020. 1. 26. · Where do Monsters Grow? Guang Yang ( w 7) Penn State University

Assumption 1: ??

AGN fraction rises toward high Mstar

Xue et al. (2010)

Page 19: Where do Monsters Grow? - About people.tamu.edupeople.tamu.edu/~gyang206265/files/bhar_html.pdf · 2020. 1. 26. · Where do Monsters Grow? Guang Yang ( w 7) Penn State University

Assumption 1: ??• For mass-

matched sample, AGNs do not favor red or blue hosts

• But color might not indicate SFR due to dust reddening Xue et al. (2010)

Page 20: Where do Monsters Grow? - About people.tamu.edupeople.tamu.edu/~gyang206265/files/bhar_html.pdf · 2020. 1. 26. · Where do Monsters Grow? Guang Yang ( w 7) Penn State University

SFR or Mstar?

• Complicated due to star-formation main sequence (SFR∝Mstar)

• Need to control one variable while studying the other

Mstar

SFR

Page 21: Where do Monsters Grow? - About people.tamu.edupeople.tamu.edu/~gyang206265/files/bhar_html.pdf · 2020. 1. 26. · Where do Monsters Grow? Guang Yang ( w 7) Penn State University

Our data: CANDELS/GOODS-S

• Multiwavelength coverage (UV to mid-IR) by HST+VLT+...

• 5𝛔 limit: H=28 mag

• ~35,000 galaxies in 170 arcmin2

Page 22: Where do Monsters Grow? - About people.tamu.edupeople.tamu.edu/~gyang206265/files/bhar_html.pdf · 2020. 1. 26. · Where do Monsters Grow? Guang Yang ( w 7) Penn State University

SFR & Mstar from SED fitting

• Performed by independent groups (Santini et al. 2015)

• We use their median SFR and Mstar

Credit: Rainbow database

Page 23: Where do Monsters Grow? - About people.tamu.edupeople.tamu.edu/~gyang206265/files/bhar_html.pdf · 2020. 1. 26. · Where do Monsters Grow? Guang Yang ( w 7) Penn State University

Compared to FIR-based SFR

• Roughly agree with SFR from Far-IR (Herschel)

• AGNs do not have biased SFR

0.5 dex

0.5 dex

Page 24: Where do Monsters Grow? - About people.tamu.edupeople.tamu.edu/~gyang206265/files/bhar_html.pdf · 2020. 1. 26. · Where do Monsters Grow? Guang Yang ( w 7) Penn State University

Our data: 7 Ms CDF-S• 7 Ms (80 days!)

observations of Chandra

• ~1000 X-ray sources (mostly AGNs)

• measure BHARLuo et al. 2016

Page 25: Where do Monsters Grow? - About people.tamu.edupeople.tamu.edu/~gyang206265/files/bhar_html.pdf · 2020. 1. 26. · Where do Monsters Grow? Guang Yang ( w 7) Penn State University

CDF-S: the deepest X-ray surveyX-ray source density ~ 50,000 deg-2

Luo et al. 2016

Page 26: Where do Monsters Grow? - About people.tamu.edupeople.tamu.edu/~gyang206265/files/bhar_html.pdf · 2020. 1. 26. · Where do Monsters Grow? Guang Yang ( w 7) Penn State University

The Mstar-SFR Plane

Most X-ray sources have high Mstar!

Page 27: Where do Monsters Grow? - About people.tamu.edupeople.tamu.edu/~gyang206265/files/bhar_html.pdf · 2020. 1. 26. · Where do Monsters Grow? Guang Yang ( w 7) Penn State University

Measure BHARDetected

(spectral fitting)Non-detected

(stacking) X-ray binaries

Sample-mean <BHAR> to approximate long-term average BHAR

Page 28: Where do Monsters Grow? - About people.tamu.edupeople.tamu.edu/~gyang206265/files/bhar_html.pdf · 2020. 1. 26. · Where do Monsters Grow? Guang Yang ( w 7) Penn State University

Stacking3/100 sec exposure

1/1000 sec exposure

Stacked image of 30 candles with 1 / 1000 sec exposure. Effective stacked exposure of (30 × 1 / 1000 sec) = 3 / 100 sec.

Page 29: Where do Monsters Grow? - About people.tamu.edupeople.tamu.edu/~gyang206265/files/bhar_html.pdf · 2020. 1. 26. · Where do Monsters Grow? Guang Yang ( w 7) Penn State University

Spectral fitting

Stacking

BHAR vs SFR

For each bin we calculate <BHAR>

Page 30: Where do Monsters Grow? - About people.tamu.edupeople.tamu.edu/~gyang206265/files/bhar_html.pdf · 2020. 1. 26. · Where do Monsters Grow? Guang Yang ( w 7) Penn State University

BHAR vs SFR

• <BHAR>-SFR relation fitted well by linear model (slope=1) down to SFR~0.1 Msun/yr

• Hickox’s model is correct?

previous work

Page 31: Where do Monsters Grow? - About people.tamu.edupeople.tamu.edu/~gyang206265/files/bhar_html.pdf · 2020. 1. 26. · Where do Monsters Grow? Guang Yang ( w 7) Penn State University

BHAR vs SFR

• But for SFR-controlled samples, massive galaxies have higher <BHAR>

• Hickox’s model is unlikely correct!

Page 32: Where do Monsters Grow? - About people.tamu.edupeople.tamu.edu/~gyang206265/files/bhar_html.pdf · 2020. 1. 26. · Where do Monsters Grow? Guang Yang ( w 7) Penn State University

BHAR vs. Mstar

• <BHAR>-Mstar relation can also be fitted well by a linear model

• For Mstar-controlled samples, high-SFR sources have similar <BHAR> compared to low-SFR ones

Page 33: Where do Monsters Grow? - About people.tamu.edupeople.tamu.edu/~gyang206265/files/bhar_html.pdf · 2020. 1. 26. · Where do Monsters Grow? Guang Yang ( w 7) Penn State University

Quantitative Analyses

• Mstar -SFR grids

• Calculate <BHAR> for each bin

Page 34: Where do Monsters Grow? - About people.tamu.edupeople.tamu.edu/~gyang206265/files/bhar_html.pdf · 2020. 1. 26. · Where do Monsters Grow? Guang Yang ( w 7) Penn State University

Massive galaxies have higher <BHAR> regardless of SFR

Quantitative Analyses

Page 35: Where do Monsters Grow? - About people.tamu.edupeople.tamu.edu/~gyang206265/files/bhar_html.pdf · 2020. 1. 26. · Where do Monsters Grow? Guang Yang ( w 7) Penn State University

Partial correlation analyses:

<BHAR>-SFR: 1σ <BHAR>-M⭑: 8σ

M⭑ is the driving factor for black-hole growth

Residual of BHAR-M⭑ relation

Residual of BHAR-SFR

relation

Page 36: Where do Monsters Grow? - About people.tamu.edupeople.tamu.edu/~gyang206265/files/bhar_html.pdf · 2020. 1. 26. · Where do Monsters Grow? Guang Yang ( w 7) Penn State University

• Black-hole growth is mainly linked to Mstar rather than SFR

• <BHAR>/Mstar ~ 10-13 yr-1

• The observed <BHAR>-SFR relation is likely a secondary effect

Monsters mostly grow in massive hosts!

Page 37: Where do Monsters Grow? - About people.tamu.edupeople.tamu.edu/~gyang206265/files/bhar_html.pdf · 2020. 1. 26. · Where do Monsters Grow? Guang Yang ( w 7) Penn State University

BHAR/SFR

• <BHAR>/<SFR> depends on Mstar

• In massive galaxies, black holes accrete gas more effectively

Page 38: Where do Monsters Grow? - About people.tamu.edupeople.tamu.edu/~gyang206265/files/bhar_html.pdf · 2020. 1. 26. · Where do Monsters Grow? Guang Yang ( w 7) Penn State University

Possible Causes

• Massive galaxies have deeper gravitational potential well (Bellovary et al. 2013; Dubois et al. 2015)

• Some low-mass galaxies might not have SMBHs at all (Volonteri 2010; Miller et al. 2015)

Page 39: Where do Monsters Grow? - About people.tamu.edupeople.tamu.edu/~gyang206265/files/bhar_html.pdf · 2020. 1. 26. · Where do Monsters Grow? Guang Yang ( w 7) Penn State University

BH occupation fraction

Theories predict occupation fraction drops toward low Mstar

Greene 2012

Page 40: Where do Monsters Grow? - About people.tamu.edupeople.tamu.edu/~gyang206265/files/bhar_html.pdf · 2020. 1. 26. · Where do Monsters Grow? Guang Yang ( w 7) Penn State University

SMG to Giant EllipticalSMG: low MBH/Mstar

Elliptical: normal MBH/Mstar

Credit: Wikipedia

Credit: X-ray: NASA/CXC/IoA/D.Alexander et al.; Illustration: NASA/CXC/M.Weiss

Page 41: Where do Monsters Grow? - About people.tamu.edupeople.tamu.edu/~gyang206265/files/bhar_html.pdf · 2020. 1. 26. · Where do Monsters Grow? Guang Yang ( w 7) Penn State University

Star Forming Galaxies

(Mstar-dependent)

Reines et al. 2015

Lower than MBH/Mstar in giant ellipticals

Page 42: Where do Monsters Grow? - About people.tamu.edupeople.tamu.edu/~gyang206265/files/bhar_html.pdf · 2020. 1. 26. · Where do Monsters Grow? Guang Yang ( w 7) Penn State University

Summary

• Observationally <BHAR> is proportional to both SFR and Mstar

• Intrinsically, <BHAR> is mainly linked to Mstar rather than SFR.

• Massive galaxies have higher <BHAR>/<SFR>, they grow their black hole more efficiently.