a bit of (my) history my main phd simulations were performed on cosmos mk i in 1998-99! my main phd...

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A bit of (my) history My main PhD simulations were performed on COSMOS Mk I in 1998-99! 32 R10000, 8 GB of memory, $2,000,000 0.5×10 6 particles, only 4,000 timesteps Simulations I’ll talk about today, 32 core servers, with 64 GB, $20,000 2.5×10 6 particles, but ×10 timesteps

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Page 1: A bit of (my) history My main PhD simulations were performed on COSMOS Mk I in 1998-99! My main PhD simulations were performed on COSMOS Mk I in 1998-99!

A bit of (my) history My main PhD

simulations were performed on COSMOS Mk I in 1998-99!

32 R10000, 8 GB of memory, $2,000,000 0.5×106 particles, only

4,000 timesteps Simulations I’ll talk

about today, 32 core servers, with 64 GB, $20,000 2.5×106 particles, but

×10 timesteps

Page 2: A bit of (my) history My main PhD simulations were performed on COSMOS Mk I in 1998-99! My main PhD simulations were performed on COSMOS Mk I in 1998-99!

AGN feedback modelling: a

comparison of methods

(a work in progress) Rob ThackerAssociate Professor

& Canada Research Chair

Saint Mary’s University, Canada

Page 3: A bit of (my) history My main PhD simulations were performed on COSMOS Mk I in 1998-99! My main PhD simulations were performed on COSMOS Mk I in 1998-99!

Credit where a lot of credit is due

This work is part of PhD student James Wurster’s thesis

Page 4: A bit of (my) history My main PhD simulations were performed on COSMOS Mk I in 1998-99! My main PhD simulations were performed on COSMOS Mk I in 1998-99!

Outline

Motivation Physics issues, obs vs theory

Methods Difficult choices to make, complicating

factors Problem(s) and resolution(s) Our results Conclusions

Page 5: A bit of (my) history My main PhD simulations were performed on COSMOS Mk I in 1998-99! My main PhD simulations were performed on COSMOS Mk I in 1998-99!

In a PhD thesis, far, far away….

Page 6: A bit of (my) history My main PhD simulations were performed on COSMOS Mk I in 1998-99! My main PhD simulations were performed on COSMOS Mk I in 1998-99!

Motivation

Obs. evidence of AGN feedback has been noted for years

Is the observational case compelling? Schawinski et al 2007, Fabian review

(arXiv:1204.4114) Large ellipticals case is pretty good

Radio mode commonly observed Still need to understand situation in

intermediate masses, plus redshifts

Page 7: A bit of (my) history My main PhD simulations were performed on COSMOS Mk I in 1998-99! My main PhD simulations were performed on COSMOS Mk I in 1998-99!

Feedback Terminology

Radio mode Accreting hot

gas Sub-Eddington

luminosity Radiatively

inefficient accretion

Radio jets provide heat source

Quasar mode Accreting cold

gas Up to Eddington

luminosity Radiatively

efficient accretion disk

Page 8: A bit of (my) history My main PhD simulations were performed on COSMOS Mk I in 1998-99! My main PhD simulations were performed on COSMOS Mk I in 1998-99!

Why compare?

Comparison studies: 1999 Santa Barbara cluster comparison 2006 Radiative transfer comparison 2011 Aquila galaxy formation

comparison Don’t give any real “answers”

But do provide estimates of variation between methods

=> “Be careful” about results until 3 groups agree on it

Page 9: A bit of (my) history My main PhD simulations were performed on COSMOS Mk I in 1998-99! My main PhD simulations were performed on COSMOS Mk I in 1998-99!

Remember…

“The 9 orders of magnitude in physical scale means that all such simulations include subgrid assumptions and approximations.”

- Andy Fabian

The Optimistic Numericists view:

Can we be “unwrong” enough to give good insight?

Page 10: A bit of (my) history My main PhD simulations were performed on COSMOS Mk I in 1998-99! My main PhD simulations were performed on COSMOS Mk I in 1998-99!

Some thoughts to ponder…

Timescale between onset of nuclear inflow and AGN activity ~ 108 yrs

Many dynamical signatures evolve signifcantly on that time scale

ALMA + JWST will be an enormous help Simultaneous SFRs, mass inflow rates,

understanding radiative behaviour Good reasons to be optimistic

Page 11: A bit of (my) history My main PhD simulations were performed on COSMOS Mk I in 1998-99! My main PhD simulations were performed on COSMOS Mk I in 1998-99!

Prototype merger

Page 12: A bit of (my) history My main PhD simulations were performed on COSMOS Mk I in 1998-99! My main PhD simulations were performed on COSMOS Mk I in 1998-99!

Merger movie

Page 13: A bit of (my) history My main PhD simulations were performed on COSMOS Mk I in 1998-99! My main PhD simulations were performed on COSMOS Mk I in 1998-99!

Four base models + one extra

Springel, di Matteo, Hernquist 2005

(SDH05)

Okamato, Nemmen & Bower 2008

(ONB08)

Booth & Schaye 2009 (BS09, slightly

odd one out)

De Buhr, Quataret, & Ma 2011(DQM11)

+WT2012

But plenty of other work is related:

High res simulations of individual BH evolution/small scale

accretion

e.g. Levine et al 2008, 2010Alvarez, Wise & Abel 2009

Kim et al 2011Hopkins & Quateart 2010

Other “collision” work

e.g. Johansson, Naab & Burkert 2009

Halo evolutione.g. Sijacki et al 2009

Page 14: A bit of (my) history My main PhD simulations were performed on COSMOS Mk I in 1998-99! My main PhD simulations were performed on COSMOS Mk I in 1998-99!

Five key components Model for BH accretion rate

(Feedback) energy return

algorithm

SPH particle accretion algorithm

Black hole advection algorithm

Black hole merger

algorithm

Page 15: A bit of (my) history My main PhD simulations were performed on COSMOS Mk I in 1998-99! My main PhD simulations were performed on COSMOS Mk I in 1998-99!

Accretion physics

Accretion of gas on to point in 1d: Bondi-Hoyle-Lyttleton (1939,1944,1952) 

 

 

- Gas density & sound speed at infinity

- Velocity of BH wrt to (distant) gas

Page 16: A bit of (my) history My main PhD simulations were performed on COSMOS Mk I in 1998-99! My main PhD simulations were performed on COSMOS Mk I in 1998-99!

Accretion physics II

Maximal symmetric accretion rate is limited by the Eddington rate

 

- Proton mass and Thompson X-section

- Efficiency of mass to energy conversion

 

 

Page 17: A bit of (my) history My main PhD simulations were performed on COSMOS Mk I in 1998-99! My main PhD simulations were performed on COSMOS Mk I in 1998-99!

Problems with BHL

Physics: 2d problem is known to produce

unstable flow Material inflow not radial – what about

angular momentum? Radiative, magnetic effects etc

Numerics: How to relate physical variables to

simulation ones? What additional variables to introduce

for this?

Page 18: A bit of (my) history My main PhD simulations were performed on COSMOS Mk I in 1998-99! My main PhD simulations were performed on COSMOS Mk I in 1998-99!

What about angular momentum?

Is the key physics actually how material reaches the black hole? Gravitational

torques & viscosity keys?

Berkeley group (Hopkins et al) pursuing this aggressively

 

 

Page 19: A bit of (my) history My main PhD simulations were performed on COSMOS Mk I in 1998-99! My main PhD simulations were performed on COSMOS Mk I in 1998-99!

Accreting SPH particles on to the BH

 

wi

wi

wi

Page 20: A bit of (my) history My main PhD simulations were performed on COSMOS Mk I in 1998-99! My main PhD simulations were performed on COSMOS Mk I in 1998-99!

Generic feedback physics

E=mc2 makes life easily parameterizable, εr

Factor in efficiency of energy coupling, εf

But is the impact better modelled as heating or momentum?

+How to decide on sphereof influence?

Page 21: A bit of (my) history My main PhD simulations were performed on COSMOS Mk I in 1998-99! My main PhD simulations were performed on COSMOS Mk I in 1998-99!

Heating approach (example)

 

wi

wi

Note ONB08 apply heating tohalo gas directly!

Page 22: A bit of (my) history My main PhD simulations were performed on COSMOS Mk I in 1998-99! My main PhD simulations were performed on COSMOS Mk I in 1998-99!

Momentum approach

 

Sphere of influence 4sft

Page 23: A bit of (my) history My main PhD simulations were performed on COSMOS Mk I in 1998-99! My main PhD simulations were performed on COSMOS Mk I in 1998-99!

Black hole advection

Black hole advection is trickier than you might think Very important for

accretion calculation N-body integrators

subject to 2-body effects

Want smooth advection Ideally toward

potential well bottom

Page 24: A bit of (my) history My main PhD simulations were performed on COSMOS Mk I in 1998-99! My main PhD simulations were performed on COSMOS Mk I in 1998-99!

Black hole advection – SDH05

For low mass BH (<10Mgas)

Find gas part. with lowest PE

Relocate to that position if vrel<0.25 cs

If BH starts to carve void – can get problems

Page 25: A bit of (my) history My main PhD simulations were performed on COSMOS Mk I in 1998-99! My main PhD simulations were performed on COSMOS Mk I in 1998-99!

Black hole advection – ONB08

Calculate local stellar density Follows local potential

well Move toward density

maximum Step distance

determined by both velocity and softening limit

Avoids significant 2-body issues

Page 26: A bit of (my) history My main PhD simulations were performed on COSMOS Mk I in 1998-99! My main PhD simulations were performed on COSMOS Mk I in 1998-99!

Black hole merger algorithm

Can give BH it’s own smoothing length Or use grav softening

Merge when within certain distance + When grav bound (e.g.

ONB08) Or, when relative

velocity less than circ (e.g. BS09)

Page 27: A bit of (my) history My main PhD simulations were performed on COSMOS Mk I in 1998-99! My main PhD simulations were performed on COSMOS Mk I in 1998-99!

Summary of implemented models

Model Accretion model

SPH accretio

n

Feedback model

BH advectio

n

BH merger

SDH05 BHL Classic probabilit

y

Heating Lowest local PE

Sound speed

criterion

BS09 BHL+alpha mod

Prob based on

mass

Heating Lowest local PE

Circular vel

criterion

DQM11 Viscous timescale

Prob based on mass limit

Wind Massive tracer

Distance only

ONB08 Drag based

Prob based on

mass

Halo heating

Toward max

density

Grav bound

WT12 BHL Local particles

first

Heating Toward max

density

Sound speed

criterion

Page 28: A bit of (my) history My main PhD simulations were performed on COSMOS Mk I in 1998-99! My main PhD simulations were performed on COSMOS Mk I in 1998-99!

Numerical issues

Some of these processes involve very small cross-sections => numerically sensitive

Non-associativity of floating point has an impact Worse in parallel comps –

accumulations come in different orders

We’re still quantifying the impact

Page 29: A bit of (my) history My main PhD simulations were performed on COSMOS Mk I in 1998-99! My main PhD simulations were performed on COSMOS Mk I in 1998-99!

Difficult decisions

To vary star formation model or not to vary?

We’ve kept things the same – “classical” model that’s pseudo-multiphase Modified cooling based upon pressure

eqlb between phases Heated regions obvious in plots/movies Can introduce some differences

compared to other researcher’s models (ask me at end)

Page 30: A bit of (my) history My main PhD simulations were performed on COSMOS Mk I in 1998-99! My main PhD simulations were performed on COSMOS Mk I in 1998-99!

Simulation models

Classic two spiral merger (very close to Springel et al 2005 model)

End state: red & dead elliptical

Low (~200k particles per galaxy) and mid (~1m) resolution models

Page 31: A bit of (my) history My main PhD simulations were performed on COSMOS Mk I in 1998-99! My main PhD simulations were performed on COSMOS Mk I in 1998-99!

Movie 2

Page 32: A bit of (my) history My main PhD simulations were performed on COSMOS Mk I in 1998-99! My main PhD simulations were performed on COSMOS Mk I in 1998-99!

SFRs can be numerically sensitive

SFRs are very numerically sensitive, from Springel et al 2005:

Multiphase models suppress passage peak

If the star formation rate is tied togas density, the amplitudes of merger-induced starbursts dependon the compressibility of the gas, which is influencedby both the stiffness of the EOS, as well as dynamic range inresolution of the numerical algorithm.

Page 33: A bit of (my) history My main PhD simulations were performed on COSMOS Mk I in 1998-99! My main PhD simulations were performed on COSMOS Mk I in 1998-99!

Results – SFRs

Initial peak fromdisc response

SDH05BS09DQMeDQMONB08WT12

Mid res

Low res

Page 34: A bit of (my) history My main PhD simulations were performed on COSMOS Mk I in 1998-99! My main PhD simulations were performed on COSMOS Mk I in 1998-99!

Notice barmode lessstrong

Disk morphology at apoapsis

Page 35: A bit of (my) history My main PhD simulations were performed on COSMOS Mk I in 1998-99! My main PhD simulations were performed on COSMOS Mk I in 1998-99!

Movie 3

Page 36: A bit of (my) history My main PhD simulations were performed on COSMOS Mk I in 1998-99! My main PhD simulations were performed on COSMOS Mk I in 1998-99!

Results – black hole mass growth

Page 37: A bit of (my) history My main PhD simulations were performed on COSMOS Mk I in 1998-99! My main PhD simulations were performed on COSMOS Mk I in 1998-99!

M-σ for mid res final states

ONB08

BS09

DQMe

DQM, SDH05, WT12

Page 38: A bit of (my) history My main PhD simulations were performed on COSMOS Mk I in 1998-99! My main PhD simulations were performed on COSMOS Mk I in 1998-99!

Densities & temps “similar”

Page 39: A bit of (my) history My main PhD simulations were performed on COSMOS Mk I in 1998-99! My main PhD simulations were performed on COSMOS Mk I in 1998-99!

Results – time stepSDH05BS09ONB08WT12DQMDQMe

Page 40: A bit of (my) history My main PhD simulations were performed on COSMOS Mk I in 1998-99! My main PhD simulations were performed on COSMOS Mk I in 1998-99!

Conclusions

Very different behaviours – model assumptions have enormous range

Interaction with SF very important Need to quantify degeneracies between

model parameters! BH tracking is also quite resolution

dependent AGN impact is far harder to model

than SF

Page 41: A bit of (my) history My main PhD simulations were performed on COSMOS Mk I in 1998-99! My main PhD simulations were performed on COSMOS Mk I in 1998-99!

Thanks for the invite!

Acknowledgements: NSERC Canada Research Chairs Program Canada Foundation for Innovation Nova Scotia Research & Innovation Trust

Page 42: A bit of (my) history My main PhD simulations were performed on COSMOS Mk I in 1998-99! My main PhD simulations were performed on COSMOS Mk I in 1998-99!

Observational hope

Duty cycle of AGN activity remains big unknown

Transverse proximity effect (TPE) can measure it

Problems finding enough

background sources

30m class problem?

ForegroundAGN

Backgroundsources

Page 43: A bit of (my) history My main PhD simulations were performed on COSMOS Mk I in 1998-99! My main PhD simulations were performed on COSMOS Mk I in 1998-99!

SF & AGN interaction

Starburst-AGN connection well known Obs -> AGN peak activity about 0.5 Gyr

after starburst SF impacts ISM around BH

significantly Impacts temperature & accretion rates

How do these factors interplay? Not that well studied in simulations Likely degeneracies between models