Tutorial: Incorporating kinetic aspects of RF current drive in MHD simulation J. Pratt, E. Westerhof Background Models of Current drive RF physics from reduced-MHD simulation
Tutorial: Incorporating kinetic aspects
of RF current drive in MHD simulation
with a focus on ECCD stabilization of tearing modes
J. Pratt, E. Westerhof
Lorentz Workshop:
Modeling Kinetic Aspects of Global MHD Modes
4 Dec 2013, Leiden, Netherlands
Tutorial: Incorporating kinetic aspects of RF current drive in MHD simulation J. Pratt, E. Westerhof Background Models of Current drive RF physics from reduced-MHD simulation
Outline
I
Background
I
radio frequency (RF) heating
I
electron cyclotron current drive (ECCD)
I
suppression of tearing modes
I
Review of models for ECCD in MHD
I
flux function model of driven current (Yu, G¨
unter)
I
anisotropic diffusive model (Giruzzi, Yu, Gianakon)
I
RF force model (Kruger, Jenkins)
I
convective model (Pratt, Westerhof)
I
basics of EC current drive
Itwo equation convective model
Isingle equation convective model
I
results from the reduced MHD simulation JOREK
Tutorial: Incorporating kinetic aspects of RF current drive in MHD simulation J. Pratt, E. Westerhof Background Models of Current drive RF physics from reduced-MHD simulation
Tearing Modes
I
Magnetic reconnection breaks up the nested flux surfaces in a
tokamak.
I
This creates
regions of closed
magnetic field
lines, called
magnetic islands
.
I
The tearing
instability
produces
magnetic islands
that grow in size.
I
Large islands
increase radial
transport, cause
loss of
confinement.
I
A neoclassical tearing mode, in contrast to a classical tearing
mode, is driven by reduction of bootstrap current.
Tutorial: Incorporating kinetic aspects of RF current drive in MHD simulation J. Pratt, E. Westerhof Background Models of Current drive RF physics from reduced-MHD simulation
Tearing Mode Suppression
Maraschek 2012 Nuc. Fus.
I
Suppression can be
accomplished by
replacing current inside
the islands using:
electron cyclotron
resonance
heating/current drive,
lower hybrid resonance
heating/current drive.
I
Microwave power is
injected at the electron
cyclotron resonance
frequency.
I
ECCD targets the island
center, at a surface of
rational safety factor
q
around which the island
forms.
Tutorial: Incorporating kinetic aspects of RF current drive in MHD simulation J. Pratt, E. Westerhof Background Models of Current drive RF physics from reduced-MHD simulation
Electron cyclotron current drive
I
A small group of electrons resonates with the RF waves.
I
The current produced is localized – tight control over current
profile.
I
ECCD produces a steady-state, non-Maxwellian distribution of
electrons.
Nice short review:
La Haye. Phys.
Plasmas 2006.
Neoclassical tearing
modes and their
control.
Figure from:
Pletzer and Perkins. Phys. Plasmas, 1999. Stabilization of neoclassical tearing modes using a continuous localized current drive.
Tutorial: Incorporating kinetic aspects of RF current drive in MHD simulation J. Pratt, E. Westerhof Background Models of Current drive RF physics from reduced-MHD simulation
Flux Function Model
Yu and G¨
unter (PPCF 1998) model the contribution to the
helical magnetic flux
ψ
Dψ
Dt
=
E
0
+
η(
j
−
j
BS
−
j
EC
),
η
and
j
EC
: functions of
ψ
, centered at O-point.
(b), (c), and (d) curves use different width and intensity of EC current
Result: width of
magnetic island
abruptly drops
when simple ECCD
is applied, partial
suppression of
NTM!
Tutorial: Incorporating kinetic aspects of RF current drive in MHD simulation J. Pratt, E. Westerhof Background Models of Current drive RF physics from reduced-MHD simulation
Anisotropic Diffusive Model
Sometimes referred to as the Giruzzi model, this model
derives from the bounce-averaged kinetic equation for
electrons:
collisions EC waves radial diffusion
∂f
e
∂t
=
C(f
e
) +
Q
EC
(f
e
)
+
1
ρ
∂
∂ρ
ρD
r
∂f
e
∂ρ
+
eE
||
∂f
e
∂p
||
Expressed as an evolution equation for the electron
cyclotron current, this model includes parallel and
perpendicular diffusive terms:
Dψ
Dt
=
E
+
η(
j
−
j
BS
−
j
EC
)
∂
j
EC
∂t
=
ν(
j
−
j
EC
) +
∇ ·
(χ
k
∇
k
j
EC
) +
∇ ·
(χ
⊥
∇
⊥
j
EC
)
Giruzzi, G. PPCF 1993. Modelling of RF current drive in the presence of radial diffusion.
Tutorial: Incorporating kinetic aspects of RF current drive in MHD simulation J. Pratt, E. Westerhof Background Models of Current drive RF physics from reduced-MHD simulation
Anisotropic Diffusive Current Drive Results
dotted – source at O-point dashed – rotating source
Yu, et al. Phys Plasmas, 2000 & 2004. (TM code)
Gianakon. Phys Plasmas 2001. (NIMROD code)
“Even with the
complicated equations
mentioned above, the
time evolution of RF
current has not been
completely described by
our model....The major
purpose of the present
paper is on the
stabilization of the
NTM’s by the RF
current drive rather than
on the RF current drive
physics itself.”
Tutorial: Incorporating kinetic aspects of RF current drive in MHD simulation J. Pratt, E. Westerhof Background Models of Current drive RF physics from reduced-MHD simulation
RF force model
ρ
D
u
∂t
=
−∇
p
+
j
×
B
− ∇ ·
Π
E
+
u
×
B
=
η
j
+
F
rf
e
/n
|
q
e
|
3
2
n
DT
Dt
=
−
p
∇ ·
v
− ∇ ·
q
+
Π
:
∇
u
+
Q
+
S
rf
RF force RF energyJenkins et al. Phys. Plasmas 2010.
Kruger et al. in Proceedings of the 5th IAEA Technical Meeting on the Theory of Plasma Instabilities, Austin, Texas, USA, 2011
(1) ignore the electron stress tensor (2) use Braginskii closure for
parallel heat flux (3) ignore heat flux contributions to resistivity.
Hybrid code: NIMROD (extended MHD) + ray-tracing for RF force:
w
4
∼
B
(
n
= 1)
2
– results
show reduction of
magnetic island size.
Tutorial: Incorporating kinetic aspects of RF current drive in MHD simulation J. Pratt, E. Westerhof Background Models of Current drive RF physics from reduced-MHD simulation
Outline
I
Background
I
radio frequency (RF) heating
I
electron cyclotron current drive (ECCD)
I
suppression of tearing modes
I
Review of models for ECCD in MHD
I
flux function model of driven current (Yu, G¨
unter)
I
anisotropic diffusive model (Giruzzi, Yu, Gianakon)
I
RF force model (Kruger, Jenkins)
I
convective model
(Pratt, Westerhof)
I
basics of EC current drive
Itwo equation convective model
Isingle equation convective model
I
results from the reduced MHD simulation JOREK
Tutorial: Incorporating kinetic aspects of RF current drive in MHD simulation J. Pratt, E. Westerhof Background Models of Current drive RF physics from reduced-MHD simulation
Description of EC current drive
Gyrophase-averaged kinetic equation for electrons:
collisions∂f
e
∂t
=
C(f
e
) +
Q
EC
(f
e
)
−
v
k
∇
k
f
e
I
averaged EC wave-effect
Q
EC: quasi-linear diffusion model
I
electron distribution is permitted to convect along the
magnetic field.
Hegna and Callen. Phys. Plasmas 2009. Two-fluid MHD
equations are produced by taking moments:
collisional friction RF force RF energy collisional energy exchange heat flux stress
m
s
n
s
∂
∂t
+
u
s
· ∇
u
s
=
−∇
p
+
n
s
q
s
(
E
s
+
u
s
×
B
)
− ∇ ·
Π
s
+
R
s
+
F
rf
s
3
2
n
s
∂
∂t
+
u
s
· ∇
T
s
=
−
n
s
T
s
∇ ·
u
s
− ∇ ·
q
s
−
Π
s
:
∇
u
s
+
Q
s
+
S
rf
s
Tutorial: Incorporating kinetic aspects of RF current drive in MHD simulation J. Pratt, E. Westerhof Background Models of Current drive RF physics from reduced-MHD simulation
Choice of operators
For the collision operator we use a simple Krook operator:
C(f
e
) =
−
ν(v)(f
e
−
f
M
).
We assume that the quasi-linear diffusion is non-relativistic
and dominantly in the perpendicular direction, reasonable
for EC resonance. Thus
Q
EC
(f
e
)
=
∂
∂
v
·
D
EC
·
∂
∂
v
f
e
,
D
EC
≈
Dδ(v
k
−
v
res
k
)ˆ
v
⊥
ˆ
v
⊥
,
where
D
is a constant, and
v
res
k
= (ω
−
nΩ
e
)/k
k
is the
parallel velocity of the resonant electrons.
Tutorial: Incorporating kinetic aspects of RF current drive in MHD simulation J. Pratt, E. Westerhof Background Models of Current drive RF physics from reduced-MHD simulation
Effect of ECCD on electrons
ECCD produces a perturbation
δf
e
in the gyrophase-averaged electron
distribution function. This perturbation:
I
creates zero net parallel momentum.
I
is localized at the electron cyclotron resonant
parallel velocity
.
I
in perpendicular velocity takes the form of a velocity space
“hole” for
v
⊥
<
√
2
v
th
and a “bump” for
v
⊥
>
√
2
v
th.
I
is convected along the magnetic field lines out of the deposition
region.
v
⊥v1
2 vth
v2
0
hole
bump
δf
e(v
par=v
EC,v
⊥)
Tutorial: Incorporating kinetic aspects of RF current drive in MHD simulation J. Pratt, E. Westerhof Background Models of Current drive RF physics from reduced-MHD simulation
Asymmetric Resistivity
I
Collisions would eventually return the distribution function
to the equilibrium Maxwellian state:
δf
e
→
0
.
I
But the asymmetric energy exchange between waves and
electrons (heating electrons moving in one toroidal
direction) produces an asymmetric collision rate, and thus
an asymmetric resistivity.
I
The hole is filled in more quickly than the bump is eroded,
because of the velocity dependence of the collision
frequency.
I
This is the “Fisch-Boozer” current mechanism, the
dominant mechanism for ECCD.
I
Net current decays at the slower collision rate of the high
velocity electrons in the bump.
Tutorial: Incorporating kinetic aspects of RF current drive in MHD simulation J. Pratt, E. Westerhof Background Models of Current drive RF physics from reduced-MHD simulation
Developing a fluid model that uses asymmetric
resistivity
δf
e
can be reasonably represented by two delta functions at
perpendicular velocities
v
1
and
v
2
(representing the hole and bump
respectively) with different collision rates.
We take a moment of the kinetic equation to get the EC current
evolution:
∂
j
EC
∂t
=
e
m
e
R
δf
ee
−
v
k
∇
k
j
EC
,
j
EC
(x, t)
=
−
e
Z
d
3
v
v
k
δf
e
,
R
δf
ee
=
−
Z
d
3
v
m
e
v
ν(v)δf
e
.
Here
R
δf
ee
is the
transient electron-ion friction
associated with
the EC-driven quasi-linear modification of the distribution
function.
Tutorial: Incorporating kinetic aspects of RF current drive in MHD simulation J. Pratt, E. Westerhof Background Models of Current drive RF physics from reduced-MHD simulation
Two equation convective model
We model
R
δf
ee
in the standard way as the sum of a current
generation and collisional decay. This produces a convective
model with two equations for the EC current:
Dψ
Dt
=
E
0
+
η(
j
−
j
BS
−
(
j
EC2
+
j
EC1
)
)
∂
j
EC1
∂t
=
−
S
EC
−
ν
1
j
EC1
+
v
res
k
∇
k
j
EC1
∂
j
EC2
∂t
=
+
S
EC
−
ν
2
j
EC2
+
v
res
k
∇
k
j
EC2
4 parameters to be tuned:
I
current source:
S
EC
I
parallel velocity of the resonant electrons :
v
res
k
I
collision frequency of the resonant electrons that
Tutorial: Incorporating kinetic aspects of RF current drive in MHD simulation J. Pratt, E. Westerhof Background Models of Current drive RF physics from reduced-MHD simulation
Single equation convective model
Dψ
Dt
=
E
0
+
η(
j
−
j
BS
−
j
EC
)
∂
j
EC
∂t
=
S
∗
−
ν
2
j
EC
+
v
res
k
∇
k
j
EC
I
j
EC
is the sum of
j
EC1
and
j
EC2
.
I
current source
S
∗
is the flux surface average of
S
EC
in
the limit where the collision time of the slower
electrons is sufficiently long that they travel around
the entire flux surface.
I
parallel velocity of the resonant electrons :
v
res
k
A more detailed discussion of the single equation model is presented
in: E. Westerhof and J. Pratt. Expression of electron cyclotron
current drive in plasma fluid models. Proceedings of the 40th EPS
Conference on Plasma Physics. Espoo, Finland, July 1st – 5th 2013.
Tutorial: Incorporating kinetic aspects of RF current drive in MHD simulation J. Pratt, E. Westerhof Background Models of Current drive RF physics from reduced-MHD simulation
Evolution of the EC driven current density along a
field line
x/mean free path
j
ECcurrent
2 equation model
1 equation model
0
50
100
150
200
0.0
0.2
0.4
0.6
0.8
1.0
1.2
The EC driven current is generated as the perturbation
δf
e
flows out of the EC power deposition region,
0
≤
x
≤
10
−
3
.
Time is normalized to the collision time and length is normalized to a electron-thermal-mean-free-path. Parameters: vresk= 2 v1= 0 ν1= 1/8 v2= 2.7 ν2= 1/38Tutorial: Incorporating kinetic aspects of RF current drive in MHD simulation J. Pratt, E. Westerhof Background Models of Current drive RF physics from reduced-MHD simulation
About JOREK
I
Over the last decade, the 3D nonlinear reduced-MHD
simulation JOREK has been developed by an
international developers group centered at
ITER/Cadarache.
I
simulation work performed with JOREK: edge localized
modes, resonant magnetic perturbations, pellet pacing,
resistive wall modes, disruptions
I
poloidal plane treated with 2D Bezier finite elements
(based on bicubic Bezier surfaces – a generalization of
cubic Hermite elements, elements are aligned with
magnetic flux surfaces)
I
toroidal direction treated with Fourier decomposition
I
fully-implicit time-stepping (choice of Crank-Nicholson,
BDF1 Implicit Euler, or BDF2 Gears method)
Tutorial: Incorporating kinetic aspects of RF current drive in MHD simulation J. Pratt, E. Westerhof Background Models of Current drive RF physics from reduced-MHD simulation
Results: classical tearing mode suppression in
JOREK
t(s)
w/a
ECCD application
without ECCD
with ECCD
0.07
0.09
0.11
0.13
0.15
0.00
0.05
0.10
0.15
JOREK
reduced MHD
simulation:
high resistivity,
low viscosity,
low collision
frequency, 8
toroidal
harmonics
Tutorial: Incorporating kinetic aspects of RF current drive in MHD simulation J. Pratt, E. Westerhof Background Models of Current drive RF physics from reduced-MHD simulation
Results: RF current drive physics
Tutorial: Incorporating kinetic aspects of RF current drive in MHD simulation J. Pratt, E. Westerhof Background Models of Current drive RF physics from reduced-MHD simulation
Results: RF current drive physics
Tutorial: Incorporating kinetic aspects of RF current drive in MHD simulation J. Pratt, E. Westerhof Background Models of Current drive RF physics from reduced-MHD simulation
Results: RF current drive physics
Tutorial: Incorporating kinetic aspects of RF current drive in MHD simulation J. Pratt, E. Westerhof Background Models of Current drive RF physics from reduced-MHD simulation
Results: RF current drive physics
Tutorial: Incorporating kinetic aspects of RF current drive in MHD simulation J. Pratt, E. Westerhof Background Models of Current drive RF physics from reduced-MHD simulation
Results: RF current drive physics
Tutorial: Incorporating kinetic aspects of RF current drive in MHD simulation J. Pratt, E. Westerhof Background Models of Current drive RF physics from reduced-MHD simulation
Results: RF current drive physics
Tutorial: Incorporating kinetic aspects of RF current drive in MHD simulation J. Pratt, E. Westerhof Background Models of Current drive RF physics from reduced-MHD simulation
Results: RF current drive physics
Tutorial: Incorporating kinetic aspects of RF current drive in MHD simulation J. Pratt, E. Westerhof Background Models of Current drive RF physics from reduced-MHD simulation
Results: RF current drive physics
Tutorial: Incorporating kinetic aspects of RF current drive in MHD simulation J. Pratt, E. Westerhof Background Models of Current drive RF physics from reduced-MHD simulation
Results: RF current drive physics
Tutorial: Incorporating kinetic aspects of RF current drive in MHD simulation J. Pratt, E. Westerhof Background Models of Current drive RF physics from reduced-MHD simulation
Results: RF current drive physics
Tutorial: Incorporating kinetic aspects of RF current drive in MHD simulation J. Pratt, E. Westerhof Background Models of Current drive RF physics from reduced-MHD simulation
Results: RF current drive physics
Tutorial: Incorporating kinetic aspects of RF current drive in MHD simulation J. Pratt, E. Westerhof Background Models of Current drive RF physics from reduced-MHD simulation
Results: RF current drive physics
Tutorial: Incorporating kinetic aspects of RF current drive in MHD simulation J. Pratt, E. Westerhof Background Models of Current drive RF physics from reduced-MHD simulation
Results: RF current drive physics
Tutorial: Incorporating kinetic aspects of RF current drive in MHD simulation J. Pratt, E. Westerhof Background Models of Current drive RF physics from reduced-MHD simulation
Results: RF current drive physics
Tutorial: Incorporating kinetic aspects of RF current drive in MHD simulation J. Pratt, E. Westerhof Background Models of Current drive RF physics from reduced-MHD simulation
Results: RF current drive physics
Tutorial: Incorporating kinetic aspects of RF current drive in MHD simulation J. Pratt, E. Westerhof Background Models of Current drive RF physics from reduced-MHD simulation
Results: RF current drive physics
Tutorial: Incorporating kinetic aspects of RF current drive in MHD simulation J. Pratt, E. Westerhof Background Models of Current drive RF physics from reduced-MHD simulation
Results: RF current drive physics
Tutorial: Incorporating kinetic aspects of RF current drive in MHD simulation J. Pratt, E. Westerhof Background Models of Current drive RF physics from reduced-MHD simulation
Results: RF current drive physics
Tutorial: Incorporating kinetic aspects of RF current drive in MHD simulation J. Pratt, E. Westerhof Background Models of Current drive RF physics from reduced-MHD simulation
Results: RF current drive physics
Tutorial: Incorporating kinetic aspects of RF current drive in MHD simulation J. Pratt, E. Westerhof Background Models of Current drive RF physics from reduced-MHD simulation
Results: RF current drive physics
Tutorial: Incorporating kinetic aspects of RF current drive in MHD simulation J. Pratt, E. Westerhof Background Models of Current drive RF physics from reduced-MHD simulation
Results: RF current drive physics
Tutorial: Incorporating kinetic aspects of RF current drive in MHD simulation J. Pratt, E. Westerhof Background Models of Current drive RF physics from reduced-MHD simulation
Results: RF current drive physics
Tutorial: Incorporating kinetic aspects of RF current drive in MHD simulation J. Pratt, E. Westerhof Background Models of Current drive RF physics from reduced-MHD simulation
How do these models compare ...
... and what physics is important for practical results?
convection model
anisotropic diffusion model
∂
j
EC
∂t
=
S
∗
−
ν
2j
EC
+
v
res
k
∇
k
j
EC
∂
j
EC
∂t
=
ν
(j
−
j
EC
) +
∇ ·
(
χ
k
∇
k
j
EC
) +
∇ ·
(
χ
⊥
∇
⊥
j
EC
)
j
EC
=
C
exp
"
−
2
ψ
−
ψ
(
ro
)
ψ
(
r
o
)
−
ψ
(
r
o
−
d/
2)
2
#
flux function model
H & C two-fluid eqs
RF force model
ρ
s
D
u
s
Dt
=
−∇
p
+
n
s
q
s
(
E
s
+
u
s
×
B
)
− ∇ ·
Π
s
+
R
s
+
F
rf
s
ρ
D
u
∂t
=
−∇
p
+
j
×
B
− ∇ ·
Π
E
+
u
×
B
=
η
j
+
F
rf
e
/n
|
qe
|
Tutorial: Incorporating kinetic aspects of RF current drive in MHD simulation J. Pratt, E. Westerhof Background Models of Current drive RF physics from reduced-MHD simulation
Discussion
I
What are the limits of validity for the given
approximations/assumptions?
I
How accurate does the physics of the RF current need to
be to capture relevant features of NTM supression?
I
What is the role of self-induction of the current produced
by RF current drive?
I
How do we decide that the time evolution of the RF current
is sufficiently described? ... to predict power required in a
tokamak, time required to reduce the island, minimum
island width possible with a realistic RF source?
Tutorial: Incorporating kinetic aspects of RF current drive in MHD simulation J. Pratt, E. Westerhof Background Models of Current drive RF physics from reduced-MHD simulation
Thanks!
Many thanks to G.T.A. Huysmans, Marina B´ecoulet, Matthias H¨olzl, Wolf-Chrisian M¨uller and the participants of the ASTER project and the JOREK collaboration. This work was performed on the Helios system at the system at Computational Situational Centre, International Fusion Energy Research Centre (IFERC-CSC), Rokasho-Japan and the Cartesius system, the Dutch national supercomputer, at SURFsara, Amsterdam, Netherlands.
The work in this tutorial talk has been performed in the framework of the NWO-RFBR Centre of Excellence (grant 047.018.002) on Fusion Physics and Technology. This work, supported by the European Communities under the contract of Association between EURATOM/FOM, was carried out within the framework of the European Fusion Programme. The views and opinions expressed herein do not necessarily reflect those of the European Commission.
Tutorial: Incorporating kinetic aspects of RF current drive in MHD simulation J. Pratt, E. Westerhof Background Models of Current drive RF physics from reduced-MHD simulation
References
I
La Haye. Phys. Plasmas 2006. Neoclassical tearing modes and
their control.
I
Giruzzi, G. Modelling of RF current drive in the presence of radial
diffusion. PPCF 1993.
I
Giruzzi, G., et al. Nuc. Fus. 1999. Dynamical modelling of
tearing mode stabilization by RF current drive.
I
Gianakon, T. A. Limitations on the stabilization of resistive
tearing modes. Physics of plasmas 8 (2001): 4105.
I
Hegna and Callen. Phys. Plasmas 2009. A closure scheme for
modeling RF modifications to the fluid equations.
I
Yu, G¨
unter, Giruzzi, et al. Phys Plasmas, 2000. Modeling of the
stabilization of neoclassical tearing modes by localized radio
frequency current drive.
I
Yu, Zhang, and G¨
unter. Phys Plasmas 2004. Numerical studies
on the stabilization of neoclassical tearing modes by radio
frequency current drive.
I
E. Westerhof and J. Pratt. Expression of electron cyclotron
current drive in plasma fluid models. Proceedings of the 40th
EPS Conference on Plasma Physics. July 1st – 5th 2013.
Tutorial: Incorporating kinetic aspects of RF current drive in MHD simulation J. Pratt, E. Westerhof Background Models of Current drive RF physics from reduced-MHD simulation
Reduced MHD Formulation in JOREK
Vector fields are represented in terms of
u
(
velocity
stream function
) and
ψ
(
poloidal magnetic flux
):
B
=
−
ˆ
e
φ
×
1
R
∇
ψ
+
F
0
/Rˆ
e
φ
v
=
e
ˆ
φ
×
R
∇
u
+
v
||
B
JOREK solves for 6 scalar variables: also toroidal
current
density
j
, toroidal
vorticity
ω
,
density
ρ
,
temperature
T
.
Tutorial: Incorporating kinetic aspects of RF current drive in MHD simulation J. Pratt, E. Westerhof Background Models of Current drive RF physics from reduced-MHD simulation
Reduced MHD Equations
∂ψ
∂t
+
R
[
u, ψ
]
=
η
(
j
−
j
BS
,
0
−
E
0
/η
−
j
EC
)
−
F
0
∂u
∂φ
.
eφ
· ∇ ×
[
ρ
∂
v
∂t
=
−
ρ
(
v
· ∇)
v
− ∇
p
+
j
×
B
+
µ
4
v
]
jφ
=
R
2
∇ ·
(
R
−
2
∇
ψ
)
ω
=
∇
2
pol
u
∂ρ
∂t
=
−∇ ·
(
ρ
v
) +
∇ ·
(
D⊥
∇
⊥ρ
) +
Sρ
ρ
∂T
∂t
=
−
ρ
v
· ∇
T
−
(
κ
−
1)
p
∇ ·
v
+
∇ ·
(
K⊥
∇
⊥T
+
K
||
∇
||
T
) +
S
T
K
||,⊥
are the parallel and perpendicular heat diffusivity, and
κ
= 5
/
3
is the ratio of specific heats.
S
ρ
is a particle sources and
S
T
is a heat source.
Poisson bracket