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Charged particle kinetics by the Particle in Cell / Monte
Carlo method
Savino Longo
Dipartimento di Chimica dell’Università di Bari and IMIP/CNR
The system under examination
A gas can be ionized under non equilibrium conditions (too low temperature for equilibrium ionization) with constant energy
dissipation, like in electric discharges, photoionized media, preshock regions, and so on.
The result is a complex system where the nonlinear plasma dynamics coexists with chemical kinetics, fluid dynamics,
thermophysics and chemical kinetics issues
Basic phenomenology
The gas is only weakly ionized
Molecules are only partially dissociated and exhibit their chemical properties
The electron temperature is considerably higher (about 1eV) than the neutral one (< 1000K)
Velocity and population distributions deviate from the equibrium laws i.e. Maxwell and Boltzmann respectively
Items to be included in a comprehensive model
Neutral particles and plasma interaction
Chemical kinetics of excited states
Plasma dynamics
Plasma dynamics
II
The charged particle motion is affected by the electric field, but the electric field is influenced by the space distribution of
charged particles (space charge)
The problem of plasma dynamics
F qE / m
2 4
t
solve Poisson Equationfor the electric potential
Integration of equationsof motions, moving particles
Particle to gridInterpolation
Grid to particleInterpolation
The method is based on the simulation of an ensemble of mathematical “particles” with adjustable charge which move like real particles and a
simultaneous grid solution of the field equation
Charge density
E field
Particle in Cell (PiC) method
Vlasov equation
3 3
11
sim D sim D
Vg
n N
2 30
( , , ) 0
ion
ef t
t m
e fd v
r v
Ev r v
E
Ideal plasma
Particles propagate the initial condition moving along characteristic
lines of the Vlasov equation
Particle/grid interpolation: linear
Particle move: “leapfrog”
v vqEm
t
x x v t
Dx
1/ plt
( ) ( )p pp
q i x q S x i x
Plasma oscillation
Plasma dynamics+
Neutral particles and plasma interaction
IIII
Vlasov-Boltzmann equation
2 30
3max
max
3 3
3
( , , )
11 / ( )
( , ; , ) ( , )
( , )
ion
v v
v v
v v
ef t Cf
t m
e fd v
Cf f d vp f
p d wd w v w v w gF
d v p
r v
Ev r v
E
v
r w
r v
Vlasov equation
Vlasov/Boltzmann equation
medium
event
“free flight”
Initial moves alongcharacteristic lines -->deterministic method
(PIC)
Dispersion of the initial -->“choice” -->
stochastic method(MC)
Lagrangian Particles as propagators
tcoll ?
v’ ?
(1) Sampling of a collision partner velocity w from the
distribution F(r,w)/n
(2) rejection of null collisions with probability 1-ng(g)/ max
Statistical sampling of the linear collision operator
(3) kinematic treatment of the collision event for the
charged+neutral particle system
Af 1 r,v max
f r ,v 1
maxd3 v p v v f v
p v v d3wd3 w ( v ,w ;v, w )| v w| F(r ,w)
A ‘virtual’ gas particle is generated as a candidate collision partner based on the
local gas density and temperature.
The collision is effective with a probability
Test particle Monte Carlo
ngasg
max(ngasg)
For an effective collision the new velocity of the charged particle is calculated
according to the conservation laws and the differential cross section
A random time to the next candidate collision is generated
Preliminary test: H3+ in H2
reduced mobilities of H3+ ions as
a function of E/n compared with experimental results of Ellis2 (dots)
11
12
13
14
15
16
17
10 1 10 2
K0 (c
m2 V
-1s
-1)
E/n(Td)
T=600 K
T=300 K
10 -2
10 -1
10 0
10 1
10 100
mea
n en
ergy
(eV
)E/n(Td)
T=600 K
T=300 K
mean energy of H3+ ions as a
function of E/n
2H. W. Ellis, R. Y. Pai, E. W. McDaniel, E. A. Mason and L. A. Vieland, Atomic Data Nucl. Data Tables 17, 177 (1976)
Example: H3+/H2 transport* in
a thermal gradient = 500 K/cm, costant p = 0.31 torr
f(x,y,0)=(x) (y) (x) E/N=100 Td
* only elastic collisions below about 10eV
7s no field 7s withE field
0
0,2
0,4
0,6
0,8
1
1,2
-2 -1 0 1 2
h(y)
(cm
-1)
y (cm)
7s no field
E field
f(x,y)
f(y)
t
solve Poisson Equationfor the electric potential
Integration of equationsof motions, moving particles
Particle to gridInterpolation
Grid to particleInterpolation
space charge
E field
Monte Carlo Collisions
Particle in Cell with Monte Carlo Collisions (PiC/MCC) method
After R.W.Hockney, J.W.Eastwood, Computer Simulation using Particles, IOP 1988
Making the exact MC collision times compatiblewith the PIC timestep
Plasma turbulence due to charge exchange in Ar+/Ar(collaboration with H.Pecseli , S. Børve and J.Trulsen, Oslo)
2 component (e,Ar+) 1.5D PIC/MC106 superparticles
Initial beam: = 4 1013 m-3
< > = 1eV T = 100 KL = 0.05 m
Ar background:T = 100K, p= 0.3torr
vx
x
t = 0
The electron density is calculated as a Boltzmann distribution, this produces a
nonlinear Poisson equation solved iteratively
14e
2
nion ne0 exp(e / kTe)
vx
x
inertia
collisions
electrostatic repulsion
The collisional production of the second (rest) ion beam can lead to a two stream instability
Two stream instability
The propagation of two charged particle beams in opposite directions is unstable under density/velocity perturbations and can
lead to plasma turbulence
vv
rr
2 1(v v ) pl
0.050 0.100 0.150 0.200 0.250
-2000
0
2000
4000
vx (m/s)
x (m)
1 10 (log)
Simulation time. 2 10-5 s
VRFsin(2RFt)
Capacitive coupled, parallel plate radio frequency (RF) discharge
strong oscillating fieldregions (sheaths)
ambipolar potential energy well = -e
electron density
electrons
negativecharge
negativecharge
Simplified code implementation for nitrogen
2 particle species in the plasma phase: e, N2+
more than one charged speciesmore than one charged species
Process probability = relative contribution to the collision frequency
Selection of the collision process based on the cross section database
Particle position/energy plot
1013
1014
1015
1016
0 0.01 0.02 0.03 0.04
Vrf = 500 V, p = 0.1 torr, f =13.5 MHzele
ctro
n a
nd ion d
ensi
ty (
m
-3)
position (m)
ions
electrons
0.1
1
10
0 0.01 0.02 0.03 0.04
Vrf = 500 V, p = 0.1 torr, f =13.5 MHzele
ctro
n/ion m
ean e
nerg
y (
eV
)
position (m)
ions
electrons
-1 104
-5000
0
5000
1 104
0 0.01 0.02 0.03 0.04
Vrf = 500 V, p = 0.1 torr, f =13.5 MHz
ele
ctro
n/ion d
rift
velo
city
(m
/s)
position (m)
ions
electrons
Plasma dynamics+
Neutral particles and plasma interaction+
Chemical kinetics of excited states
IIIIII
Kinetics of excited states
e A e A*
A* A hA*B A(h)B
e A* e(h) A
e A* 2e A
A2* A2(v) h
A*B A B
e A2(v) A B
rcXcc1
N c rcXcc1
Nc
1rNr
Numerical treatment of state-to-state chemical kinetics of neutral particles (steady state)
(1) gas phase reactions:
are included by solving:
Dc2nc x x2
rc rc kr fe t r n c
rc
c
E.g.:
HH2(X,v) HH2(X, v )
(2) gas/surface reactions:
As r1A1r2A2 ... E.g.:
H(wall) 1
2H2
s1
4
8KTms
s
Dss
rss
r r s
r s rs s
are included by setting appropriate boundary conditions
BoundaryConditions
Poisson Equation
Reaction/DiffusionEquations
Charged Particle Kinetics
space charge
eedfelectr./iondensity
electricfield
gas composition
surfacereactions
(wall)
absorption,sec.emission
solve Poisson Equationfor the electric potential
Integration of equationsof motions, moving particles
Particle to gridInterpolation
Grid to particleInterpolation
Spacecharge
E field
Monte Carlo Collisions
Chemicalkinetics
equations
code implementation for hydrogen
5 particle species in the plasma phase: e, H3+, H2
+, H+, H-
16 neutral components: H2(v=0 to 14) and H atoms
Charged/neutral particle collision processes
electron/molecule and electron/atom elastic, vibrational and electronic inelastic collisions, ionization, molecule dissociation, attachment, positive ion/molecule elastic and charge exchange collisions, positive elementary ion conversion reactions, negative ion elastic scattering, detachment, ion neutralization
Schematics of the state-to-state chemistry for neutrals
e + H2(v=0) e +H2(v=1,…,5) e + H2 H + H+ + 2e
e + H2(v=1,…,5) e +H2(v=0) e + H2 H2+ + 2e
H2(v) + H2(w) H2(v-1) + H2(w+1) H2+ + H2 H3
+ + H (fast)
H2(v) + H2 H2(v-1) + H2 H2(v>0) – wall H2(v=0)
H2(v) + H2 H2(v+1) + H2 H – wall 1/2 H2(v)
H2(v) + H H2(w) + H e + H 2e + H+
e + H2(v=0,…,14) H + H- e + H2 e + H + H(n=2-3)
e + H2(v) e + H2(v’) (via b1u+, c1u) e + H- 2e + H
e + H2 e +2H(via b3u+, c3u, a
3g+, e3u
+)
Simulation parameters:
Tg = 300 K
Vrf = 200 V
p = 13.29 Pa (0.1 torr)
rf = 13.56 MHz
L = 0.06 m, Vbias = 0 V
v = 0.65, H = 0.02
1012
1013
1014
1015
0 0,01 0,02 0,03 0,04 0,05 0,06
num
ber
dens
ity
(m-3
)
position (m)
H2
+
e
H3
+
H+
H-
-
primary positive ions
H2 H2 H3
Hsecondary ions from:
charged particle density
1012
1014
1016
1018
1020
1022
0 2 4 6 8 10 12 14
0.6 cm1.2 cm1.8 cm2.4 cm
num
ber
dens
ity (
m-3
)
vibrational quantum number
plateau due toradiative EV processes
relatively lowT01 (~1000K)
eedf
10-6
10-5
10-4
10-3
10-2
10-1
100
0 5 10 15 20 25 30 35 40
0.6 cm1.2 cm1.8 cm2.4 cm3.0 cm
eed
f (e
V-3/2)
energy (eV)
Double layer
O. Leroy, P. Stratil, J. Perrin, J. Jolly and P. Belenguer, “Spatiotemporal analysis of the double layer formation in hydrogen radio frequencies discharges”, J. Phys. D: Appl. Phys. 28 (1995) 500-507
Bias voltage
p = 0.3 torr L = 0.03 m H = 0.0033 V = 0.02
A. Salabas, L. Marques, J. Jolly, G. Gousset, L.L.Alves, “Systematic characterization of low-pressure capacitively coupled hydrogen discharges”, J. Appl. Phys. 95 4605-4620 (2004)
Conclusion
A very detailed view of the charged particle kinetics in weakly ionized gases can be obtained by Particle in Cell simulations including Monte Carlo collision of
charged particle and neutral particles.
Items to study in the next future (students)
Charge particle kinetics in complex flowfields
Collective plasma dynamics in shock waves
Development of new MC methods for electrons matching the time scale for electron heating
….