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Dynamics Days, January 2008 1 Phase-space methods in plasma wave theory E. R. Tracy, William & Mary A. N. Kaufman, UC Berkeley and LBNL A. J. Brizard, St. Michael's College Supported by DOE, NSF

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Page 1: Phase-space methods in plasma wave theorySymbols of operators!A(x,k) Aö This mapping is a type of fourier transform. (N. Zobin) Ordinary fourier transforms are associated with the

Dynamics Days, January 2008 1

Phase-space methods in plasmawave theory

E. R. Tracy, William & MaryA. N. Kaufman, UC Berkeley and LBNL

A. J. Brizard, St. Michael's College

Supported by DOE, NSF

Page 2: Phase-space methods in plasma wave theorySymbols of operators!A(x,k) Aö This mapping is a type of fourier transform. (N. Zobin) Ordinary fourier transforms are associated with the

Dynamics Days, January 2008 2

Collaborators/contributors• Dan Cook• Tor Fla• Lazar Friedland• Andre Jaun• Yuri Krasniak• Yi-Ming Liang

• Robert Littlejohn• Steve McDonald• Jim Morehead• Steve Richardson• Yanli Xiao• Huanchun Ye• Nahum Zobin

Page 3: Phase-space methods in plasma wave theorySymbols of operators!A(x,k) Aö This mapping is a type of fourier transform. (N. Zobin) Ordinary fourier transforms are associated with the

Dynamics Days, January 2008 3

Outline:• A little history and background• Vector WKB: a good approximation• When good approximations good bad: caustics• When good approximations good bad: modeconversion• Applications• The future

Page 4: Phase-space methods in plasma wave theorySymbols of operators!A(x,k) Aö This mapping is a type of fourier transform. (N. Zobin) Ordinary fourier transforms are associated with the

Dynamics Days, January 2008 4

In the beginningthere wasHamilton…

And Hamilton said"Let there berays."

www.hamilton.tcd.ie/events/gt/gt.htm

Page 5: Phase-space methods in plasma wave theorySymbols of operators!A(x,k) Aö This mapping is a type of fourier transform. (N. Zobin) Ordinary fourier transforms are associated with the

Dynamics Days, January 2008 5

Themes• Geometrical pictures give insight.• Invariant formulations and symmetries are

important.• Modern mathematics and physics have

much to learn from one another.• General formulations will have wide

applicability.

Page 6: Phase-space methods in plasma wave theorySymbols of operators!A(x,k) Aö This mapping is a type of fourier transform. (N. Zobin) Ordinary fourier transforms are associated with the

Dynamics Days, January 2008 6

., 04 =!"#$=!" BE

.ctc

,tc

jE

BB

E!

="

"#$%=

"

"+$%

410

1

.t

0=!"+#

$#j

!

j(x, t) = dt'"(t # t ') d2x$(x,x',t # t')%

#&

+&

% 'E(x',t'), sim. ( E[ ]

Plasma preliminaries…

Maxwell’s eqs.

Model for the matter: e.g. current carrying fluid,kinetic model (Vlasov), etc.

Page 7: Phase-space methods in plasma wave theorySymbols of operators!A(x,k) Aö This mapping is a type of fourier transform. (N. Zobin) Ordinary fourier transforms are associated with the

Dynamics Days, January 2008 7

., 04 =!"#$=!" BE

.ctc

,tc

jE

BB

E!

="

"#$%=

"

"+$%

410

1

.t

0=!"+#

$#j

!

j(x, t) = dt'"(t # t ') d2x$(x,x',t # t')%

#&

+&

% 'E(x',t'), sim. ( E[ ]

Plasma preliminaries…

Maxwell’s eqs.

Model for the matter: e.g. current carrying fluid,kinetic model (Vlasov), etc.

In the following, we assume linear responses

Page 8: Phase-space methods in plasma wave theorySymbols of operators!A(x,k) Aö This mapping is a type of fourier transform. (N. Zobin) Ordinary fourier transforms are associated with the

Dynamics Days, January 2008 8

!

" #" #E +1

c2

$2E

$t 2+4%

c2

&(t ' t ')($)(x,x',t ' t')

$t*E(x',t') = 0.

Now use the identity:

.'

)','()'()'()'(''

),(2

2

2211

2

2

2

t

txxxxttxddt

t

t

!

!"""=

!

!#

xx $%%%

$

(sim. for gradients) to cast into standard form:

.)'t,'()'tt,',('dt'xd 02

=!"# xExxD

Page 9: Phase-space methods in plasma wave theorySymbols of operators!A(x,k) Aö This mapping is a type of fourier transform. (N. Zobin) Ordinary fourier transforms are associated with the

Dynamics Days, January 2008 9

Vector WKB (time-stationary, conservative)

2 ' ' ( , ', ') ( ', ') 0.d x dt t t t! " =# D x x E x

( , , ) ( , ) 0.t

i i t! " # $ =D x E x

( )( , , ) , ;2 2

i

mn mnD d d e D

!"! " "# $ % &' + $( )

* +,

k s s sx k s x x

Dispersion matrix(Weyl symbol)A hermitian matrixfor all real(x,k,ω)

Page 10: Phase-space methods in plasma wave theorySymbols of operators!A(x,k) Aö This mapping is a type of fourier transform. (N. Zobin) Ordinary fourier transforms are associated with the

Dynamics Days, January 2008 10

2 ' ' ( , ', ') ( ', ') 0.d x dt t t t! " =# D x x E x

( , , ) ( , ) 0.t

i i t! " # $ =D x E x

The dispersionfunction(Weyl symbol) willusually be smooth inits arguments.

If this is non-local

This will be infinite order(pseudo-differential)

( , , )!D x k

Page 11: Phase-space methods in plasma wave theorySymbols of operators!A(x,k) Aö This mapping is a type of fourier transform. (N. Zobin) Ordinary fourier transforms are associated with the

Dynamics Days, January 2008 11

A theme from mathematics: symbols ofoperators (H. Weyl, 1930's)

)',('ˆ xxxx AA =

A Invariants,geometry,harmonicanalysis (i.e.fourier analysison groups…

),( kxA

!

Page 12: Phase-space methods in plasma wave theorySymbols of operators!A(x,k) Aö This mapping is a type of fourier transform. (N. Zobin) Ordinary fourier transforms are associated with the

Dynamics Days, January 2008 12

A theme from mathematics: symbols ofoperators (H. Weyl, 1930's)

)',('ˆ xxxx AA =

The symbol of the operator (afunction on phase space)

AAn abstract operator acting insome Hilbert space

A matrix representation of theoperator in some particularbasis

),( kxA

!

Page 13: Phase-space methods in plasma wave theorySymbols of operators!A(x,k) Aö This mapping is a type of fourier transform. (N. Zobin) Ordinary fourier transforms are associated with the

Dynamics Days, January 2008 13

A theme from mathematics: symbols ofoperators (H. Weyl, 1930's)

)',('ˆ xxxx AA =

The symbol of the operator (afunction on phase space)

AAn abstract operator acting insome Hilbert space

A matrix representation of theoperator in some particularbasis

),( kxA

!

Page 14: Phase-space methods in plasma wave theorySymbols of operators!A(x,k) Aö This mapping is a type of fourier transform. (N. Zobin) Ordinary fourier transforms are associated with the

Dynamics Days, January 2008 14

Symbols of operators

),( kxA

!

A

This mapping is a type of fouriertransform. (N. Zobin)

Ordinary fourier transforms areassociated with the (commutative)translation group in x.

This new fourier transform isassociated with (non-commutative)shifts on phase space, (x,k) (theHeisenberg-Weyl group)

Page 15: Phase-space methods in plasma wave theorySymbols of operators!A(x,k) Aö This mapping is a type of fourier transform. (N. Zobin) Ordinary fourier transforms are associated with the

Dynamics Days, January 2008 15

Example of a symbol: the Wigner function

)'()(*'ˆ xxxx !!" =

),( kxW

!!" =ˆ

!"

#$%

&'!

"

#$%

&+=( )

* 22*),()(

''

sx

sxesdW in

spacephaseondensitya

+++ skkxx43421

Page 16: Phase-space methods in plasma wave theorySymbols of operators!A(x,k) Aö This mapping is a type of fourier transform. (N. Zobin) Ordinary fourier transforms are associated with the

Dynamics Days, January 2008 16

Symbols of products of operators

!

"AB(x,k) = "

A(x,k)# "

B(x,k)

= "A(x,k)"

B(x,k) $

i

2"A(x,k),"

B(x,k){ } +K

BA ˆˆ

A convolution on the Heisenberg-Weyl group: the 'Moyal product'

Poisson bracket

Moyal - 1930's (physics)Algebra deformations - current mathematics

Page 17: Phase-space methods in plasma wave theorySymbols of operators!A(x,k) Aö This mapping is a type of fourier transform. (N. Zobin) Ordinary fourier transforms are associated with the

Dynamics Days, January 2008 17

( , , ) ( , ) 0.t

i i t! " # $ =D x E x

Eikonal ansatz( )( ) ˆ( , , ) ( ) ( ) 0.i t

ti i e E

! "#$ %# & ' ( =) *x

D x x e x

( ) [ ]( ) ˆ( , , ) ( ) ( ) 0.i t

e i E! "

! "#

$ # $ % =x

D x x e x

( ) [ ]( )

!

ˆ( , , ) ( ) ( ) 0.i t

k

symmetrized

e i E! " ! "#

$ %& '( # ( )( + ) =& '* +

x

D x D x e xK14243

Back to vector WKB…

Page 18: Phase-space methods in plasma wave theorySymbols of operators!A(x,k) Aö This mapping is a type of fourier transform. (N. Zobin) Ordinary fourier transforms are associated with the

Dynamics Days, January 2008 18

ˆ( , , ) ( ) 0.! "# $ =D x e x

[ ]!

ˆ( , , ) ( ) ( ) 0.k

symmetrized

i E! "# $% &' ( ' )' + ) =% &* +

D x D x e xK14243

Leading order implies

1. must have a null eigenvalue at x.2. The polarization must be the associated null eigenvector.

( , ( ), )! "#D x x

Page 19: Phase-space methods in plasma wave theorySymbols of operators!A(x,k) Aö This mapping is a type of fourier transform. (N. Zobin) Ordinary fourier transforms are associated with the

Dynamics Days, January 2008 19

det ( , , ) ( , , ) 0.D! " ! "# $ # =D x x

The null eigenvalue condition implies

“Hamilton-Jacobi”

This condition is a nonlinear PDE forthe unknown θ(x).How to solve it? Hamilton showed theway…

Page 20: Phase-space methods in plasma wave theorySymbols of operators!A(x,k) Aö This mapping is a type of fourier transform. (N. Zobin) Ordinary fourier transforms are associated with the

Dynamics Days, January 2008 20

.0),,( =!= "#kxD

Given θ(x), this holds along any curve

!

D(x("),k("),#) = 0.

If we choose the particular curve satisfying Dd

dk

!"=#

x

Then:

!

dk

d"=#

xD

!

x(").

Page 21: Phase-space methods in plasma wave theorySymbols of operators!A(x,k) Aö This mapping is a type of fourier transform. (N. Zobin) Ordinary fourier transforms are associated with the

Dynamics Days, January 2008 21

!

dx

d"= #

$D(x,k)

$k,

dk

d"=$D(x,k)

$x.

'd'd

)'(d)'()( !

!

!"!+#$!# %

!x

k

0

0

Define the phase along any ray launched from(x0,k0) on the boundary:

Gives for a family of rays. The naturalplace to view this is in ray phase space.

!

"(x)

Page 22: Phase-space methods in plasma wave theorySymbols of operators!A(x,k) Aö This mapping is a type of fourier transform. (N. Zobin) Ordinary fourier transforms are associated with the

Dynamics Days, January 2008 22

Geometrical pictures and asymptotics

"Lagrangemanifold"

Page 23: Phase-space methods in plasma wave theorySymbols of operators!A(x,k) Aö This mapping is a type of fourier transform. (N. Zobin) Ordinary fourier transforms are associated with the

Dynamics Days, January 2008 23

Trouble in paradise: causticsMaslov theory (Keller, Heller, Berry, Kaufman, Friedland,Littlejohn, Delos, Weinstein, and many others…)

• In 1-dimension, caustics are just 'turning points'.• (A) Incoming wave: use WKB in x-space.• (B) Change from x- to k-space near x*. There is nosingluarity in the k-representation, so WKB works.• (B') Transform back to x-space: gives an Airy-typefunction• (C) Continue using WKB in x-space• Maslov argued this could be done in arbitrarydimensions.

x*

k A B

B'C

).(~)(x

x iniin

e !"

).(~)(x

x outiout

e !"

)(ˆ)(' kk!"i

e

Page 24: Phase-space methods in plasma wave theorySymbols of operators!A(x,k) Aö This mapping is a type of fourier transform. (N. Zobin) Ordinary fourier transforms are associated with the

Dynamics Days, January 2008 24

Scattering from aweakly attractivepotential with a hardcore (Fig. by A.Richardson, based ona paper by Delos)

See Littlejohn, Delos,and others for moreon caustics.

Multidimensional caustics are far more interesting!

Page 25: Phase-space methods in plasma wave theorySymbols of operators!A(x,k) Aö This mapping is a type of fourier transform. (N. Zobin) Ordinary fourier transforms are associated with the

Dynamics Days, January 2008 25

[ ]!

ˆ( ) ( ) 0.k

symmetrize

E! "# $% &% & =# $' (

D x e x14243

Back to amplitude transport (away from caustics)…

A little algebra

( )2

,

0, , kD

J J D ED

!

! "=#

##$ = = = %

x k

v v

Wave action flux conservation

Page 26: Phase-space methods in plasma wave theorySymbols of operators!A(x,k) Aö This mapping is a type of fourier transform. (N. Zobin) Ordinary fourier transforms are associated with the

Dynamics Days, January 2008 26

The importance of action principles and symmetries(Dewar, Holms, Kaufman, Morrison etc.)

[ ] ).,(),,(),(* tiiDtdAt

nxxxx !!! "#$= %

rr

),(~),( teti

xx !! "

=[ ] .),(~),,(,~'2

tDdAt

nxxx !"""! #$= %

.0),,(0~'

=!"#=t

DA

$$%&

&x

!= 0'

"#

"AAction flux conservation is due to a Noether symmetry!

!"" +# ),(),( tt xx

Page 27: Phase-space methods in plasma wave theorySymbols of operators!A(x,k) Aö This mapping is a type of fourier transform. (N. Zobin) Ordinary fourier transforms are associated with the

Dynamics Days, January 2008 27

Further developments: (McDonald/Kaufman)• Waves in cavities (early 'quantum chaos')• Covariant derivation of the wave-kinetic equation forvector fields

).()'()',(' xxxxxdn

jED =!"txk

ktx

!

!

"#=#

==

xk

kx ),,(),,(

!

dnx '" D(x,x ') #E(x')( ) ˜ E *(x' ') = j(x) ˜ E *(x ' ').

Page 28: Phase-space methods in plasma wave theorySymbols of operators!A(x,k) Aö This mapping is a type of fourier transform. (N. Zobin) Ordinary fourier transforms are associated with the

Dynamics Days, January 2008 28

Covariant derivation of the wave-kinetic equation(McDonald/Kaufman)

).''(~)()''(

~)'()',('

''''ˆ'

**xxxxxxxd

xxxxxd

n

n

EjEED

EED

=!= "

"

.ˆ EjEED =

( , )* ( , ) ( , ).jEx k x k x k=D W S

Abstract version

Weyl symbol calculus

Page 29: Phase-space methods in plasma wave theorySymbols of operators!A(x,k) Aö This mapping is a type of fourier transform. (N. Zobin) Ordinary fourier transforms are associated with the

Dynamics Days, January 2008 29

Covariant derivation of the wave-kineticequation (McDonald/Kaufman)

{ } .),(,2

),(),(),(*),(

)1()1()0(43421

K32144 344 21

O

jE

OO

kxi

kxkxkxkx SWDWDWD =+!=

.0),(),(:)0( =kxkxO WDCan simultaneously diagonalizeusing e-vectors of D.

0),(0),(0),(),(:)0( ==!= kxWorkxDkxWkxDO """"

{ } ).,(,:)1( kxSd

dWWDO

!

!

!!!

"== Wave-kinetic equation (almost)

Page 30: Phase-space methods in plasma wave theorySymbols of operators!A(x,k) Aö This mapping is a type of fourier transform. (N. Zobin) Ordinary fourier transforms are associated with the

Dynamics Days, January 2008 30

Mode conversion

The previous WKB derivation assumes thatthere is only one null eigenvalue (this is hidingin the ordering assumptions).

What happens when that assumption breaksdown? Mode conversion!

Page 31: Phase-space methods in plasma wave theorySymbols of operators!A(x,k) Aö This mapping is a type of fourier transform. (N. Zobin) Ordinary fourier transforms are associated with the

Dynamics Days, January 2008 31

What is mode conversion?

Plasmas, fluids and other media can support a wide variety oflinear wave types, with different dispersion characteristics andpolarizations.• In a weakly non-uniform medium, the dispersion characteristicsand polarizations are local objects.• For fixed frequency, , near a point x*, wave types ‘a’ and ‘b’(with different group velocities and polarizations) can have nearlyequal wavenumbers.• Mode conversion is due to a local phase resonance.

!

"

Page 32: Phase-space methods in plasma wave theorySymbols of operators!A(x,k) Aö This mapping is a type of fourier transform. (N. Zobin) Ordinary fourier transforms are associated with the

Dynamics Days, January 2008 32

Distinguish two cases:

CASE I) The two waves undergoing conversion have differentpolarizations. This can be reduced locally to a 2-componentvector wave problem.

CASE II) The two waves undergoing conversion have the samepolarization. This can be reduced locally to a scalar problem.(“Landau-Zener”, “avoided crossings”.)

Our work focuses on CASE I.

Page 33: Phase-space methods in plasma wave theorySymbols of operators!A(x,k) Aö This mapping is a type of fourier transform. (N. Zobin) Ordinary fourier transforms are associated with the

Dynamics Days, January 2008 33

, ( )

, , ,ˆ( , ) ( ) ( )a b

i i t

a b a b a bt e E

! "#=

x

E x x e x

Thought experiment: turn off coupling between the two modes

Page 34: Phase-space methods in plasma wave theorySymbols of operators!A(x,k) Aö This mapping is a type of fourier transform. (N. Zobin) Ordinary fourier transforms are associated with the

Dynamics Days, January 2008 34

Page 35: Phase-space methods in plasma wave theorySymbols of operators!A(x,k) Aö This mapping is a type of fourier transform. (N. Zobin) Ordinary fourier transforms are associated with the

Dynamics Days, January 2008 35

Linear mode conversion occurs inmany areas of physics• RF heating in plasmas• Ionospheric physics• Atomic, molecular and nuclear physics(Landau-Zener crossings, spin-orbit resonance)• Geophysics (e.g. equatorial waves)• Neutrino physics (‘MSW effect’)• Black hole theory• Solid mechanics• Magnetohelioseismology

Page 36: Phase-space methods in plasma wave theorySymbols of operators!A(x,k) Aö This mapping is a type of fourier transform. (N. Zobin) Ordinary fourier transforms are associated with the

Dynamics Days, January 2008 36

.0)','()',',('' =!"# tttdtd xExxDx

0),(),,( =!"#$ tiit

xExD

[ ])(ˆ)(ˆ),( xexexExk

bbaa

tiiEEet += !" # New ansatz

Congruent reduction procedure identifiesuncoupled polarizations:

Friedland and Kaufman (PRL, Phys. Fl. 1987)

baee ˆ,ˆ

Page 37: Phase-space methods in plasma wave theorySymbols of operators!A(x,k) Aö This mapping is a type of fourier transform. (N. Zobin) Ordinary fourier transforms are associated with the

Dynamics Days, January 2008 37

Friedland and Kaufman (PRL, Phys Fl. 1987)

.ˆ),,(ˆˆ *

a

t

aaaiD ekxDe !"#!$ %

.ˆˆ),,(ˆˆ ** t

abb

t

aabDiD =!"#!$ ekxDe %

*

ˆ ˆ

0.ˆ ˆ

aa ab a

tbab bb

D D E

ED D

! "! "=# $# $# $% &% &

Galerkin reductionfrom NXN to 2X2

Page 38: Phase-space methods in plasma wave theorySymbols of operators!A(x,k) Aö This mapping is a type of fourier transform. (N. Zobin) Ordinary fourier transforms are associated with the

Dynamics Days, January 2008 38

Friedland and Kaufman (PRL, Phys Fl. 1987)

( )( )

.0)(

)(

* *

*=!!

"

#$$%

&!!"

#$$%

&

'(+)'(

'(+)'(

x

x

RxxV

RxxV

b

a

bxb

axa

E

E

i

i

*

*

Multidimensionalx* is a point on the 'conversion surface'..

( )2| |exp | | /

| |

out

a

in

a

EB

E! " #= $ =

!

B = Va"R

b#V

b"R

a= D

aa,D

bb{ }

Poisson bracket.!!!

Page 39: Phase-space methods in plasma wave theorySymbols of operators!A(x,k) Aö This mapping is a type of fourier transform. (N. Zobin) Ordinary fourier transforms are associated with the

Dynamics Days, January 2008 39

Basic insight: Poisson brackets = phase space

!

B = Daa,D

bb{ }

=dD

aa

d"b

=dD

bb

d"a

Conversion occurs 'ray by ray', even thoughWKB is not valid in conversion regions!

Tracy and Kaufman, PRE (1991)Multidimensional conversion, computation ofWigner functions

Page 40: Phase-space methods in plasma wave theorySymbols of operators!A(x,k) Aö This mapping is a type of fourier transform. (N. Zobin) Ordinary fourier transforms are associated with the

Dynamics Days, January 2008 40

Using a generalization of the fourier transform (metaplectictransforms), we can replace

( )( )

.0)(

)(

* *

*=!!

"

#$$%

&!!"

#$$%

&

'(+)'(

'(+)'(

x

x

RxxV

RxxV

b

a

bxb

axa

E

E

i

i

*

*

(coupled PDEs with non-constant coefficients), with

.0);(

);(

* 21

21

1

1 =!!"

#$$%

&!!"

#$$%

& '

qq

qq

q

i

b

aq

(

(

)

) a 1st order ODE!Friedland and Kaufman, Phys Lett ATracy and Kaufman, PRE

Solution

Page 41: Phase-space methods in plasma wave theorySymbols of operators!A(x,k) Aö This mapping is a type of fourier transform. (N. Zobin) Ordinary fourier transforms are associated with the

Dynamics Days, January 2008 41

( ).)||(

2)(),||2exp()(

2

2/1

2

!!

"#!$!"!#

i%&=%'

Solution gives the WKB connectioncoefficients (Tracy, Kaufman, PRE 1993):

‘transmission’ ‘conversion’

These are applied ray-by-ray.

Page 42: Phase-space methods in plasma wave theorySymbols of operators!A(x,k) Aö This mapping is a type of fourier transform. (N. Zobin) Ordinary fourier transforms are associated with the

Dynamics Days, January 2008 42

Applications: for a practical algorithm

• Using ray-based methods for conversion requires:– 1. Detection/verification of conversion– 2. Finding the transmitted rays and local

uncoupled polarizations– 3. Galerkin reduction to local 2X2 form and

the local coupling const.– 4. Local field structure and fitting to

incoming/outgoing fields

Page 43: Phase-space methods in plasma wave theorySymbols of operators!A(x,k) Aö This mapping is a type of fourier transform. (N. Zobin) Ordinary fourier transforms are associated with the

Dynamics Days, January 2008 43

Sample applications:

• RF heating in fusion devices: ray tracing algorithms(Jaun, et al.)• Kinetic effects (wave absorption and emission byparticles) (Cook, et al.)• Upwelling in the Gulf of Guinea (Morehead, et al.)• Neutrino physics (MSW effect) (Brizard, et al.)• Magnetohelioseismology (Cally, et al.)

Page 44: Phase-space methods in plasma wave theorySymbols of operators!A(x,k) Aö This mapping is a type of fourier transform. (N. Zobin) Ordinary fourier transforms are associated with the

Dynamics Days, January 2008 44

Plasma Phys. Contr.Fusion 49 (2007) 43

Phys. Plasmas 8 (2007)

Page 45: Phase-space methods in plasma wave theorySymbols of operators!A(x,k) Aö This mapping is a type of fourier transform. (N. Zobin) Ordinary fourier transforms are associated with the

Dynamics Days, January 2008 45

Page 46: Phase-space methods in plasma wave theorySymbols of operators!A(x,k) Aö This mapping is a type of fourier transform. (N. Zobin) Ordinary fourier transforms are associated with the

Dynamics Days, January 2008 46

This is a ‘leaky’ dynamical system, but theleak is in k-space, not x-space.

Page 47: Phase-space methods in plasma wave theorySymbols of operators!A(x,k) Aö This mapping is a type of fourier transform. (N. Zobin) Ordinary fourier transforms are associated with the

Dynamics Days, January 2008 47

Why use ray tracing when there are ‘full-wave’ codes?

• Ray tracing provides valuable physical insight. Forexample, easier to see where the energy is flowing andhow small-scale structures develop (e.g. caustics).• Ray tracing should permit a wider range ofparameter studies than full-wave methods (ODEs vs.PDEs).• Complements and helps verify full-wave results.

Page 48: Phase-space methods in plasma wave theorySymbols of operators!A(x,k) Aö This mapping is a type of fourier transform. (N. Zobin) Ordinary fourier transforms are associated with the

Dynamics Days, January 2008 48

Page 49: Phase-space methods in plasma wave theorySymbols of operators!A(x,k) Aö This mapping is a type of fourier transform. (N. Zobin) Ordinary fourier transforms are associated with the

Dynamics Days, January 2008 49

Resonance crossing, and emission for minority ions ina non-uniform magnetized plasma

Friedland/Kaufman: resonance crossing is a form of mode conversion froma collective wave to a gyroballistic wave

!

D(x,"i#x,i#

t) $E(x, t) =

#t+ v#

x%

% #t+ i&(x)

'

( )

*

+ , Ea(x, t)

Eb(x, t)

'

( )

*

+ , = 0

!

D(x,"i#x,$) %E(x) =

"i#x" k

a&

& $ "'(x)

(

) *

+

, - Ea(x)

Eb(x)

(

) *

+

, - = 0, E(x,t) = e

" i$tE(x)

Page 50: Phase-space methods in plasma wave theorySymbols of operators!A(x,k) Aö This mapping is a type of fourier transform. (N. Zobin) Ordinary fourier transforms are associated with the

Dynamics Days, January 2008 50

( ) 0a aD k k k= ! =

!

D(x,k,") =k # k

a$

$ " #%(x)

&

' (

)

* + .

x

k

!

Db(x) =" #$(x)

Page 51: Phase-space methods in plasma wave theorySymbols of operators!A(x,k) Aö This mapping is a type of fourier transform. (N. Zobin) Ordinary fourier transforms are associated with the

Dynamics Days, January 2008 51

Gyroballistic waves propagate in k-space

!

D(x,"i#) $E(x) ="i# " k

a%

% & "'(x)

(

) *

+

, - Ea(x)

Eb(x)

(

) *

+

, - = 0!

˙ x = "#D

b

#k= 0,

˙ k =#D

b

#x= "$'(x)

x

k

!

Db(x) =" #$(x)

Page 52: Phase-space methods in plasma wave theorySymbols of operators!A(x,k) Aö This mapping is a type of fourier transform. (N. Zobin) Ordinary fourier transforms are associated with the

Dynamics Days, January 2008 52

Gyroballistic waves: what are they?

!

"B

t =0

Page 53: Phase-space methods in plasma wave theorySymbols of operators!A(x,k) Aö This mapping is a type of fourier transform. (N. Zobin) Ordinary fourier transforms are associated with the

Dynamics Days, January 2008 53

Gyroballistic waves: what are they?

!

"B

t >0

Page 54: Phase-space methods in plasma wave theorySymbols of operators!A(x,k) Aö This mapping is a type of fourier transform. (N. Zobin) Ordinary fourier transforms are associated with the

Dynamics Days, January 2008 54

Gyroballistic waves: what are they?

!

"B

t >0

!

"(x) = sin(kx),

with k growing linearly in t!

!

"

Page 55: Phase-space methods in plasma wave theorySymbols of operators!A(x,k) Aö This mapping is a type of fourier transform. (N. Zobin) Ordinary fourier transforms are associated with the

Dynamics Days, January 2008 55

Doppler effects due to ion motion along B means weget a continuum of resonances!

x

k

!

Db(x) =" # k

av #$(x) = 0

Page 56: Phase-space methods in plasma wave theorySymbols of operators!A(x,k) Aö This mapping is a type of fourier transform. (N. Zobin) Ordinary fourier transforms are associated with the

Dynamics Days, January 2008 56

1] Interactions via the electric field of Ea leads tophase synchronization!2] The synchronization pattern is a wave(like Smokey Mountain Fireflies?)(see, e.g. Strogatz’s work using Vlasov models,“From Kuramoto to Crawford…”, Physica D 2000)

(1993)Cooke et al.

Page 57: Phase-space methods in plasma wave theorySymbols of operators!A(x,k) Aö This mapping is a type of fourier transform. (N. Zobin) Ordinary fourier transforms are associated with the

Dynamics Days, January 2008 57

(1996)

WKB+Mode conversion+Case-van Kampen+Bateman-Kruskal+Crawford-Hislop=Analytic theory for excitation of the Bernstein wave

Page 58: Phase-space methods in plasma wave theorySymbols of operators!A(x,k) Aö This mapping is a type of fourier transform. (N. Zobin) Ordinary fourier transforms are associated with the

Dynamics Days, January 2008 58

Littlejohn and Flynn showed that, in multidimensions,we must keep the linear terms in the off-diagonal, too!

( )( )

*

*

. . . ( )0.

* . . .* ( )

a x a a

b x b b

i h o t E

h o t i E

!

!

" #$ + " # +% &% &=' (' (

+ " #$ + " # ) *) *

V x x R x

V x x R x

Multidimensional normal form

See also Colin de Verdiere; Braam and Duistermaat;Emmrich and Weinstein

Page 59: Phase-space methods in plasma wave theorySymbols of operators!A(x,k) Aö This mapping is a type of fourier transform. (N. Zobin) Ordinary fourier transforms are associated with the

Dynamics Days, January 2008 59

!

D(z') =q1

" + q2

+ i# p2

"*+q2$ i# p

2p1

%

& '

(

) * + h.o.t.

We can perform a combination of congruenceand canonical transformations to find thenormal form (Tracy and Kaufman, PRL):

!

"# =

Notice that the diagonals Poisson-commute with theoff-diagonals. Conjecture: we can take this as thedefinition of the normal form and extend to higherorder.

Page 60: Phase-space methods in plasma wave theorySymbols of operators!A(x,k) Aö This mapping is a type of fourier transform. (N. Zobin) Ordinary fourier transforms are associated with the

Dynamics Days, January 2008 60

The related 2X2 wave equation

!

ˆ q 1

" + ˆ q 2

+ i# ˆ p 2

"*+ ˆ q 2$ i# ˆ p

2ˆ p

1

%

& '

(

) * +

1

+2

%

& '

(

) * = 0

can be solved by separation of variables and ageneralization of the Fourier transformation.

Page 61: Phase-space methods in plasma wave theorySymbols of operators!A(x,k) Aö This mapping is a type of fourier transform. (N. Zobin) Ordinary fourier transforms are associated with the

Dynamics Days, January 2008 61

Conversion in the Gulf of Guinea (JFM, 1999)

• Shallow water theory• Non-uniform thermocline• Seasonal upwelling

Page 62: Phase-space methods in plasma wave theorySymbols of operators!A(x,k) Aö This mapping is a type of fourier transform. (N. Zobin) Ordinary fourier transforms are associated with the

Dynamics Days, January 2008 62

Neutrinos (MSW effect)

R. Bingham, R.A. Cairns, J.M.Dawson, et al., Phys. Lett. A232 (1997)257.

Brizard, unpublished

Page 63: Phase-space methods in plasma wave theorySymbols of operators!A(x,k) Aö This mapping is a type of fourier transform. (N. Zobin) Ordinary fourier transforms are associated with the

Dynamics Days, January 2008 63

Magnetohelioseismology (Cally)

Page 64: Phase-space methods in plasma wave theorySymbols of operators!A(x,k) Aö This mapping is a type of fourier transform. (N. Zobin) Ordinary fourier transforms are associated with the

Dynamics Days, January 2008 64

Work in progress:• Effects of higher order terms (Richardson poster)• Application of the ray-based algorithm to realistic tokamakscenarios (Jaun talk)• Direct comparisons of full-wave and ray-based approaches toconversion (Xiao, Richardson)• Path integral methods for non-standard conversions? (Zobin,Richardson PhD thesis, 2007)• Constructing 2X2 normal form following a ray, rather thanextending order by order in Taylor expansion: ‘semi-holonomic’dynamics• Nonlinear effects (auotresonance, Friedland)