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Diagnostic radiative transfer in astrophysics with RADMC-3D C.P. Dullemond ZAH, Heidelberg University

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Page 1: Diagnostic radiative transfer in astrophysics with … · Diagnostic radiative transfer in astrophysics with ... • A standard book on radiative processes in astrophysics is:

Diagnostic radiative transfer in astrophysics with RADMC-3D

C.P. Dullemond

ZAH, Heidelberg University

Page 2: Diagnostic radiative transfer in astrophysics with … · Diagnostic radiative transfer in astrophysics with ... • A standard book on radiative processes in astrophysics is:

Radiative Transfer:

Interpreting the observed light

?

Page 3: Diagnostic radiative transfer in astrophysics with … · Diagnostic radiative transfer in astrophysics with ... • A standard book on radiative processes in astrophysics is:

Radiative transfer: Diagnostic tool

Model ObservationDiagnostic

radiative transfer

Forward modeling

Page 4: Diagnostic radiative transfer in astrophysics with … · Diagnostic radiative transfer in astrophysics with ... • A standard book on radiative processes in astrophysics is:

Radiative transfer: Diagnostic tool

Model ObservationDiagnostic

radiative transfer

Forward modeling

Page 5: Diagnostic radiative transfer in astrophysics with … · Diagnostic radiative transfer in astrophysics with ... • A standard book on radiative processes in astrophysics is:

Radiative transfer: Diagnostic tool

Model ObservationDiagnostic

radiative transfer

Forward modeling

Page 6: Diagnostic radiative transfer in astrophysics with … · Diagnostic radiative transfer in astrophysics with ... • A standard book on radiative processes in astrophysics is:

Radiative transfer: Diagnostic tool

Model ObservationDiagnostic

radiative transfer

Forward modeling

Page 7: Diagnostic radiative transfer in astrophysics with … · Diagnostic radiative transfer in astrophysics with ... • A standard book on radiative processes in astrophysics is:

Radiative transfer: Heating, cooling and energy transport

• Astrophysical objects cool by emittingradiation

• That same radiation is the radiation weobserve with our telescopes

• Inside the object: Radiation can transportenergy from one place to another

• Often linked to hydrodynamics: „Radiation hydrodynamics“

Page 8: Diagnostic radiative transfer in astrophysics with … · Diagnostic radiative transfer in astrophysics with ... • A standard book on radiative processes in astrophysics is:

Radiative transfer: Driving photochemistry

• Energetic photons can:

– photoionize atoms, molecules

– photodissociate molecules

– charge dust grains

• This powers a complex photochemicalnetwork

Page 9: Diagnostic radiative transfer in astrophysics with … · Diagnostic radiative transfer in astrophysics with ... • A standard book on radiative processes in astrophysics is:

In summary:

• Radiative transfer is BOTH about:

– How radiation affects the object and

– how we can interpret our observations

• In many cases these two are linked, so that wecannot interpret our observations withoutcomputing how the radiation affects theobject.

Page 10: Diagnostic radiative transfer in astrophysics with … · Diagnostic radiative transfer in astrophysics with ... • A standard book on radiative processes in astrophysics is:

A short review of

radiative transfer

(See also Kenny Wood's lecture)

Page 11: Diagnostic radiative transfer in astrophysics with … · Diagnostic radiative transfer in astrophysics with ... • A standard book on radiative processes in astrophysics is:

Radiative transfer: A short review

Radiative Transfer is a 7-dimensional problem (that's one of the reasons it is so hard and expensive to solve):

Usually: semi-steady-state:

If the emission and extinction coefficients are known, you can reduce this to the Formal Transfer Equation along a single ray:

Page 12: Diagnostic radiative transfer in astrophysics with … · Diagnostic radiative transfer in astrophysics with ... • A standard book on radiative processes in astrophysics is:

Radiative transfer: A short review

 

dIn

ds= rkn (Sn - In )

Formal Transfer Equation along a ray:

Over length scales larger than 1/ intensity I tends to

approach source function S.

Photon mean free path:

 

lfree,n =1

rkn

Optical depth of a cloud of size L:

 

tn =L

lfree,n

= Lrkn

In case of local thermodynamic

equilibrium: S is Planck function:

 

Sn = Bn (T)Kirchhoff's law

Page 13: Diagnostic radiative transfer in astrophysics with … · Diagnostic radiative transfer in astrophysics with ... • A standard book on radiative processes in astrophysics is:

Rad. trans. through a cloud of fixed T

Iν,bg Iν,out

Tcloud

τcloud

Tbg=6000 K

Page 14: Diagnostic radiative transfer in astrophysics with … · Diagnostic radiative transfer in astrophysics with ... • A standard book on radiative processes in astrophysics is:

Rad. trans. through a cloud of fixed T

Iν,bg Iν,out

Tcloud

τcloud

Tbg=6000 K

Page 15: Diagnostic radiative transfer in astrophysics with … · Diagnostic radiative transfer in astrophysics with ... • A standard book on radiative processes in astrophysics is:

Rad. trans. through a cloud of fixed T

Iν,bg Iν,out

Tcloud

τcloud

Tbg=6000 K

Page 16: Diagnostic radiative transfer in astrophysics with … · Diagnostic radiative transfer in astrophysics with ... • A standard book on radiative processes in astrophysics is:

Rad. trans. through a cloud of fixed T

Iν,bg Iν,out

Tcloud

τcloud

Tbg=6000 K

Page 17: Diagnostic radiative transfer in astrophysics with … · Diagnostic radiative transfer in astrophysics with ... • A standard book on radiative processes in astrophysics is:

Rad. trans. through a cloud of fixed T

Iν,bg Iν,out

Tcloud

τcloud

Tbg=6000 K

Page 18: Diagnostic radiative transfer in astrophysics with … · Diagnostic radiative transfer in astrophysics with ... • A standard book on radiative processes in astrophysics is:

Rad. trans. through a cloud of fixed T

Iν,bg Iν,out

Tcloud

τcloud

Tbg=6000 K

Page 19: Diagnostic radiative transfer in astrophysics with … · Diagnostic radiative transfer in astrophysics with ... • A standard book on radiative processes in astrophysics is:

Rad. trans. through a cloud of fixed T

Iν,bg Iν,out

Tcloud

τcloud

Tbg=6000 K

Page 20: Diagnostic radiative transfer in astrophysics with … · Diagnostic radiative transfer in astrophysics with ... • A standard book on radiative processes in astrophysics is:

Rad. trans. through a cloud of fixed T

Iν,bg Iν,out

Tcloud

τcloud

Tbg=6000 K

Page 21: Diagnostic radiative transfer in astrophysics with … · Diagnostic radiative transfer in astrophysics with ... • A standard book on radiative processes in astrophysics is:

Formal radiative transfer solution

Observed flux from single-temperature slab:

 

Inobs = In

0e-tn + (1- e-tn ) Bn (T)

 

» tn Bn (T)for

 

tn <<1

 

In0 = 0and

 

dIn

ds= rkn (Sn - In )

Radiative transfer equation again:

 

tn = Lrkn

Page 22: Diagnostic radiative transfer in astrophysics with … · Diagnostic radiative transfer in astrophysics with ... • A standard book on radiative processes in astrophysics is:

Dust continuum

radiative transfer

(See also Tom Robitaille lecture)

Page 23: Diagnostic radiative transfer in astrophysics with … · Diagnostic radiative transfer in astrophysics with ... • A standard book on radiative processes in astrophysics is:

Dust continuum radiative transfer

• If we would know the dust temperature,

and there is no scattering:

– Direct ray-tracing: Easy ;-)

• However, usually the dust temperature is

not known apriori

• And scattering makes it also non-trivial

Page 24: Diagnostic radiative transfer in astrophysics with … · Diagnostic radiative transfer in astrophysics with ... • A standard book on radiative processes in astrophysics is:

Difficulty of dust radiative transfer

• If temperature of dust is given (ignoring scattering for the

moment), then radiative transfer is a mere integral along a

ray: i.e. easy.

• Problem: dust temperature is affected by radiation, even the

radiation it emits itself.

• Therefore: must solve radiative transfer and thermal

balance simultaneously.

• Difficulty: each point in cloud can heat (and receive heat

from) each other point.

I. The thermal equilibrium problem

Page 25: Diagnostic radiative transfer in astrophysics with … · Diagnostic radiative transfer in astrophysics with ... • A standard book on radiative processes in astrophysics is:

Thermal balance of dust grains

Heating:

 

Q+ = pa2 Fn enò dn

a = radius of grain

= absorption efficiency (=1

for perfect black sphere)

Cooling:

 

Q- = 4pa2 pBn (T)enò dn

 

kn =p a2en

m

Thermal balance:

 

4pa2 pBn (T)enò dn = pa2 Fn enò dn

Optically thin case:

Page 26: Diagnostic radiative transfer in astrophysics with … · Diagnostic radiative transfer in astrophysics with ... • A standard book on radiative processes in astrophysics is:

Thermal balance of dust grains

Heating:

 

Q+ = pa2 Fn enò dn

a = radius of grain

= absorption efficiency (=1

for perfect black sphere)

Cooling:

 

Q- = 4pa2 pBn (T)enò dn

 

kn =p a2en

m

Thermal balance:

Optically thin case:

Bn (T )knò dn =1

pFn knò dn

Page 27: Diagnostic radiative transfer in astrophysics with … · Diagnostic radiative transfer in astrophysics with ... • A standard book on radiative processes in astrophysics is:

Optically thick case

Additional radiation field:

diffuse infrared radiation from

the grains

 

dInd

ds= rkn Bn (T) - In

d( )

Intensity obeys tranfer equation along all possible rays:

Thermal balance:

 

Bn (T)knò dn =1

pFne

-tn + Jn

è ç

ö

ø ÷ knò dn

Page 28: Diagnostic radiative transfer in astrophysics with … · Diagnostic radiative transfer in astrophysics with ... • A standard book on radiative processes in astrophysics is:

Once we have the Temperature...Simply integrate the Formal Transfer Equation

 

dInd

ds= rkn Bn (T) - In

d( )

Page 29: Diagnostic radiative transfer in astrophysics with … · Diagnostic radiative transfer in astrophysics with ... • A standard book on radiative processes in astrophysics is:

Difficulty of dust radiative transfer

• Light from a star, or even from other regions of the cloud

can scatter into the line of sight:

II. The scattering problem

Page 30: Diagnostic radiative transfer in astrophysics with … · Diagnostic radiative transfer in astrophysics with ... • A standard book on radiative processes in astrophysics is:

Difficulty of dust radiative transfer

• Light from a star, or even from other regions of the cloud

can scatter into the line of sight.

• Multiple scattering can happen:

II. The scattering problem

Page 31: Diagnostic radiative transfer in astrophysics with … · Diagnostic radiative transfer in astrophysics with ... • A standard book on radiative processes in astrophysics is:

Scattering source function

Page 32: Diagnostic radiative transfer in astrophysics with … · Diagnostic radiative transfer in astrophysics with ... • A standard book on radiative processes in astrophysics is:

Scattering source function

So now use Monte Carlo to compute Sscat

Page 33: Diagnostic radiative transfer in astrophysics with … · Diagnostic radiative transfer in astrophysics with ... • A standard book on radiative processes in astrophysics is:

Scattering source function

So now use Monte Carlo to compute Sscat

Page 34: Diagnostic radiative transfer in astrophysics with … · Diagnostic radiative transfer in astrophysics with ... • A standard book on radiative processes in astrophysics is:

Dust opacities• Dust opacities depend on:

– Material properties (silicate, carbon, water ice, you name it!)

– Grain size

– Grain shape (spherical, compact, porous, fluffy)

Page 35: Diagnostic radiative transfer in astrophysics with … · Diagnostic radiative transfer in astrophysics with ... • A standard book on radiative processes in astrophysics is:

Dust opacitiesExample: Silicate dust opacity for different grain sizes

Page 36: Diagnostic radiative transfer in astrophysics with … · Diagnostic radiative transfer in astrophysics with ... • A standard book on radiative processes in astrophysics is:

Dust opacitiesExample: Phase functions for non-isotropic scattering

Page 37: Diagnostic radiative transfer in astrophysics with … · Diagnostic radiative transfer in astrophysics with ... • A standard book on radiative processes in astrophysics is:

Dust opacitiesExample: Phase functions for non-isotropic scattering

Page 38: Diagnostic radiative transfer in astrophysics with … · Diagnostic radiative transfer in astrophysics with ... • A standard book on radiative processes in astrophysics is:

Dust opacitiesExample: Phase functions for non-isotropic scattering

Page 39: Diagnostic radiative transfer in astrophysics with … · Diagnostic radiative transfer in astrophysics with ... • A standard book on radiative processes in astrophysics is:

Dust opacitiesExample: Phase functions for non-isotropic scattering

Page 40: Diagnostic radiative transfer in astrophysics with … · Diagnostic radiative transfer in astrophysics with ... • A standard book on radiative processes in astrophysics is:

Compute your own dust opacities• Different shapes need different opacity codes:

– Spheres: Mie Code (= simplest!)

– Polygons: T-Matrix Code (= moderately complex)

– Complex shapes: DDA Code (= very complex/heavy)

Page 41: Diagnostic radiative transfer in astrophysics with … · Diagnostic radiative transfer in astrophysics with ... • A standard book on radiative processes in astrophysics is:

Polarized radiation• So far we have only talked about "the" intensity:

• But in reality radiation can be polarized and should be described by a Stokes vector:

Note: Depends on convention and on a choice of Q-direction!

Page 42: Diagnostic radiative transfer in astrophysics with … · Diagnostic radiative transfer in astrophysics with ... • A standard book on radiative processes in astrophysics is:

Scattering induces polarization

Page 43: Diagnostic radiative transfer in astrophysics with … · Diagnostic radiative transfer in astrophysics with ... • A standard book on radiative processes in astrophysics is:

Scattering induces polarization

Page 44: Diagnostic radiative transfer in astrophysics with … · Diagnostic radiative transfer in astrophysics with ... • A standard book on radiative processes in astrophysics is:

Scattering induces polarization

𝜃𝜙

Page 45: Diagnostic radiative transfer in astrophysics with … · Diagnostic radiative transfer in astrophysics with ... • A standard book on radiative processes in astrophysics is:

Line

radiative transfer

(See also Christian Brinch's lecture)

Page 46: Diagnostic radiative transfer in astrophysics with … · Diagnostic radiative transfer in astrophysics with ... • A standard book on radiative processes in astrophysics is:

RT Equation for lines in LTEFor LTE the Formal Transfer equation is the same as for dust:

Just replace dust continuum opacity with line opacity. (works only in LTE!)

Page 47: Diagnostic radiative transfer in astrophysics with … · Diagnostic radiative transfer in astrophysics with ... • A standard book on radiative processes in astrophysics is:

RT Equation for lines in non-LTEFor non-LTE the Formal Transfer equation is:

Methods for solving the populations:- Optically thin populations- Escape probability- Large Velocity Gradient- Full non-LTE (not included in RADMC-3D)

Page 48: Diagnostic radiative transfer in astrophysics with … · Diagnostic radiative transfer in astrophysics with ... • A standard book on radiative processes in astrophysics is:

Literature:

• A standard book on radiative processes in astrophysics is: Rybicki & Lightman “RadiativeProcesses in Astrophysics” Wiley-Interscience

• For radiative transfer in particular there are some excellent lecture notes on-line by Rob Rutten“Radiative transfer in stellar atmospheres”http://www.staff.science.uu.nl/~rutte101/

• For stellar atmospheres: pleasantly writtenbook by Böhm-Vitense „Stellar AstrophysicsVol. 2: Stellar atmospheres“

Page 49: Diagnostic radiative transfer in astrophysics with … · Diagnostic radiative transfer in astrophysics with ... • A standard book on radiative processes in astrophysics is:

Literature:• In-depth reference work by Mihalas „Stellar

atmospheres“

• Allround bible on radiation hydrodynamics byMihalas & Mihalas „Radiation Hydrodynamics“

• Book on Exoplanetary atmospheres by Seager„Exoplanet Atmospheres“

• Book on radiative transfer in Earth‘satmosphere (application to e.g. climateresearch): Wendisch & Yang „Theory ofAtmospheric Radiative Transfer“

Page 50: Diagnostic radiative transfer in astrophysics with … · Diagnostic radiative transfer in astrophysics with ... • A standard book on radiative processes in astrophysics is:

Literature:

• My own set of lecture notes:http://www.ita.uni-heidelberg.de/~dullemond/teaching.shtml