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A Reduced Model of ExB and PV Staircase Formation and Dynamics P. H. Diamond, M. Malkov, A. Ashourvan; UCSD D.W. Hughes; Leeds 1

Diamond APS 2015 - University of California, San Diego APS 2015.pdf · Title: Microsoft PowerPoint - Diamond APS 2015 Author: jkwon Created Date: 11/11/2015 2:38:44 PM

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Page 1: Diamond APS 2015 - University of California, San Diego APS 2015.pdf · Title: Microsoft PowerPoint - Diamond APS 2015 Author: jkwon Created Date: 11/11/2015 2:38:44 PM

A Reduced Model of ExB and PV Staircase Formation and Dynamics

P. H. Diamond, M. Malkov, A. Ashourvan; UCSD

D.W. Hughes; Leeds

1

Page 2: Diamond APS 2015 - University of California, San Diego APS 2015.pdf · Title: Microsoft PowerPoint - Diamond APS 2015 Author: jkwon Created Date: 11/11/2015 2:38:44 PM

Outline

• Basic Ideas: transport bifurcation and ‘negative diffusion’

phenomena

– Inhomogeneous mixing: times and lengths

– Feedback loops

– Simple example

• Inhomogeneous mixing in space:

– Staircase models in QG and drift wave system

– Models, background

– QG staircase: model and results

– Aside: on PV mixing

– Model for Hasegawa-Wakatani system – 2 field, and intro

• Some Lessons and Conclusions

Page 3: Diamond APS 2015 - University of California, San Diego APS 2015.pdf · Title: Microsoft PowerPoint - Diamond APS 2015 Author: jkwon Created Date: 11/11/2015 2:38:44 PM

I) Basic Ideas:Transport bifurcations and

‘negative diffusion’ phenomena

3

Page 4: Diamond APS 2015 - University of California, San Diego APS 2015.pdf · Title: Microsoft PowerPoint - Diamond APS 2015 Author: jkwon Created Date: 11/11/2015 2:38:44 PM

J.W. Huges et al., PSFC/JA-05-35

Transport Barrier Formation (Edge and Internal)

• Observation of ETB formation (L→H transition)− THE notable discovery in last 30 yrs of MFE

research− Numerous extensions: ITB, I-mode, etc.− Mechanism: turbulence/transport suppression

by ExB shear layers generated by turbulence

• Physics:− Spatio-temporal development of bifurcation

front in evolving flux landscape− Cause of hysteresis, dynamics of back

transition

• Fusion:− Pedestal width (along with MHD) → ITER

ignition, performance− ITB control → AT mode− Hysteresis + back transition → ITER operation

S-curve

Page 5: Diamond APS 2015 - University of California, San Diego APS 2015.pdf · Title: Microsoft PowerPoint - Diamond APS 2015 Author: jkwon Created Date: 11/11/2015 2:38:44 PM

Why Transport Bifurcation? BDT ‘90, Hinton ‘91

• Sheared × flow quenches turbulence, transport è

intensity, phase correlations

• Gradient + electric field è feedback loop

i.e. = − × è = ()è minimal model = − −

turbulent transport+ shear suppression

Residual collisional

n ≡ quenching exponent

Page 6: Diamond APS 2015 - University of California, San Diego APS 2015.pdf · Title: Microsoft PowerPoint - Diamond APS 2015 Author: jkwon Created Date: 11/11/2015 2:38:44 PM

• Feedback:

Q ↑ à ↑ à ↑ à / , ↓

è ↑ à …

• Result:

1st order transition (LàH):

Heat flux vs T profiles a) L-modeb) H-mode

Page 7: Diamond APS 2015 - University of California, San Diego APS 2015.pdf · Title: Microsoft PowerPoint - Diamond APS 2015 Author: jkwon Created Date: 11/11/2015 2:38:44 PM

• S curve è “negative diffusivity” i.e. / < 0

• Transport bifurcations observed and intensively

studied in MFE since 1982 yet:

è Little concern with staircases

è Key questions:

1) Might observed barriers form via step coalescence in

staircases?

2) Is zonal flow pattern really a staircase (see GDP)?

Page 8: Diamond APS 2015 - University of California, San Diego APS 2015.pdf · Title: Microsoft PowerPoint - Diamond APS 2015 Author: jkwon Created Date: 11/11/2015 2:38:44 PM

• What is a staircase? – sequence of transport barriers

• Cf Phillips’72:

• Instability of mean + turbulence field requiring:Γ/ < 0 ; flux dropping with increased gradientΓ = −, = / • Obvious similarity to transport bifurcation

8

(other approaches possible)

Staircase in Fluids

Page 9: Diamond APS 2015 - University of California, San Diego APS 2015.pdf · Title: Microsoft PowerPoint - Diamond APS 2015 Author: jkwon Created Date: 11/11/2015 2:38:44 PM

9

In other words:

b

gradient

Iintensity

Some resemblance to Langmuir turbulencei.e. for Langmuir: caviton train / ≈ −

Configuration instability of profile + turbulence intensity field

Buoyancyprofile

Intensity field

è end state ofmodulational instability !?

Page 10: Diamond APS 2015 - University of California, San Diego APS 2015.pdf · Title: Microsoft PowerPoint - Diamond APS 2015 Author: jkwon Created Date: 11/11/2015 2:38:44 PM

• The physics: Negative Diffusion (BLY, ‘98)

• Instability driven by local transport bifurcation

• Γ/ < 0è ‘negative diffusion’

• Feedback loop Γ ↓ à ↑ à ↓ à Γ ↓10

Negative slopeUnstable branch

Γ

“H-mode” like branch(i.e. residual collisional diffusion)is not input- Usually no residual diffusion- ‘branch’ upswing à nonlinear

processes (turbulence spreading)- If significant molecular diffusion

à second branch

Critical element: → mixing length

è

è

Page 11: Diamond APS 2015 - University of California, San Diego APS 2015.pdf · Title: Microsoft PowerPoint - Diamond APS 2015 Author: jkwon Created Date: 11/11/2015 2:38:44 PM

The Critical Element: Mixing Length

• Sets range of inhomogeneous mixing

• = + • ~ Ozmidov scale, smallest ‘stratified scale’

ßà balance of buoyancy and production

• ≈ è dependence is crucial for inhomogeneous

mixing

• Feedback loop: ↑ à ↓ à ↓

Page 12: Diamond APS 2015 - University of California, San Diego APS 2015.pdf · Title: Microsoft PowerPoint - Diamond APS 2015 Author: jkwon Created Date: 11/11/2015 2:38:44 PM

• Plot of (solid) and (dotted) at

early time. Buoyancy flux is

dashed à near constant in core

12

• Later time à more akin

expected “staircase pattern”.

Some condensation into larger

scale structures has occurred.

• A Few Results à staircases

Page 13: Diamond APS 2015 - University of California, San Diego APS 2015.pdf · Title: Microsoft PowerPoint - Diamond APS 2015 Author: jkwon Created Date: 11/11/2015 2:38:44 PM

II) Inhomogeneous Mixing in Space:Staircase Models in QG and

Drift Wave Systems

13

Page 14: Diamond APS 2015 - University of California, San Diego APS 2015.pdf · Title: Microsoft PowerPoint - Diamond APS 2015 Author: jkwon Created Date: 11/11/2015 2:38:44 PM

• Hasegawa-Mima ( )

Drift wave model – Fundamental prototype

• Hasegawa-Wakatani : simplest model incorporating instability

14

ddtn = -D||Ñ||

2 (f - n)+D0Ñ2n

rs2 ddtÑ2f = -D||Ñ||

2 (f - n)+nÑ2Ñ2fÑ^ × J^ +Ñ||J|| = 0

hJ|| = -Ñ||f +Ñ||pe

dnedt

+ Ñ||J||-n0 e

= 0

à vorticity:

à density:

V = cBz ´Ñf +Vpol

J^ = n e Vipol

ddtn-Ñ2f( ) = 0

à zonal flow being a counterpart of particle flux

à PV flux = particle flux + vorticity flux

à PV conservation in inviscid theory

QL:

à?

D||k2|| /w >>1 ® n ~ f

ddt

f - rs2Ñ2f( )+u*¶yf = 0

Page 15: Diamond APS 2015 - University of California, San Diego APS 2015.pdf · Title: Microsoft PowerPoint - Diamond APS 2015 Author: jkwon Created Date: 11/11/2015 2:38:44 PM

Physics: ZF!

• Key: PV conservation dq/dt=0

15

relative vorticity

planetaryvorticity

density (guiding center)

q = n-Ñ2f

ion vorticity(polarization)

GFD: Plasma: Quasi-geostrophic system Hasegawa-Wakatani system

¶¶t

Ñ2y - Ld-2y( )+ b ¶

¶xy + J(y,Ñ2y) = 0

q = Ñ2y +by

H-W à H-M:

Q-G:

Physics: Dy®D Ñ2y( ) Dr®Dn®D Ñ2f( )

1wci

¶¶t

Ñ2f - rs-2f( )- 1Ln

¶¶yf + rsLnJ(f,Ñ2f) = 0

• Charney-Haswgawa-Mima equation

Page 16: Diamond APS 2015 - University of California, San Diego APS 2015.pdf · Title: Microsoft PowerPoint - Diamond APS 2015 Author: jkwon Created Date: 11/11/2015 2:38:44 PM

Staircase in QG Turbulence: A Model

• PV staircases observed in nature, and in the unnatural

• Formulate ‘minimal’ dynamical model ?! (n.b. Dritschel-McIntyre 2008

does not address dynamics)

Observe:

• 1D adequate: for ZF need ‘inhomogeneous PV mixing’ + 1 direction of

symmetry. Expect ZF staircase

• Best formulate intensity dynamics in terms potential enstrophy = ⟨⟩• Length? : Γ / ∼ • à ∼ / / ∼

16

(production-dissipation balance)

(i.e. ~)

Page 17: Diamond APS 2015 - University of California, San Diego APS 2015.pdf · Title: Microsoft PowerPoint - Diamond APS 2015 Author: jkwon Created Date: 11/11/2015 2:38:44 PM

Model:

Mean: = Potential Enstrophy density: − = − + Where:

= + ∼ (dimensional) + = 0, to forcing, dissipation

17

Spreading Production

Dissipation

Forcing

= / ≈

Γ = = −⟨⟩/ is fundamental quantity

è

è

Page 18: Diamond APS 2015 - University of California, San Diego APS 2015.pdf · Title: Microsoft PowerPoint - Diamond APS 2015 Author: jkwon Created Date: 11/11/2015 2:38:44 PM

Alternative Perspective:

• Note: = / à /

• Reminiscent of weak turbulence perspective:

= = ∑ Ala’ Dupree’67:

≈ ∑ − /Steeper ⟨⟩′ quenches diffusion à barrier via PV gradient feedback

18

= − /Δ ≈

( ∼ 1)

Page 19: Diamond APS 2015 - University of California, San Diego APS 2015.pdf · Title: Microsoft PowerPoint - Diamond APS 2015 Author: jkwon Created Date: 11/11/2015 2:38:44 PM

≈ 1 + • vs Δ dependence gives roll-over with steepening

• Rhines scale appears naturally, in feedback strength

• Recovers effectively same model

Physics:

① “Rossby wave elasticity’ (MM) à steeper ⟨⟩′à stronger

memory (i.e. more ‘waves’ vs turbulence)

② Distinct from shear suppression à interesting to dis-entangle

19

ß

Page 20: Diamond APS 2015 - University of California, San Diego APS 2015.pdf · Title: Microsoft PowerPoint - Diamond APS 2015 Author: jkwon Created Date: 11/11/2015 2:38:44 PM

• What of wave momentum? Austauch ansatz

Debatable (McIntyre) - but (?)…

• PV mixing ßà ⟨⟩So à à à R.S.

• But:

R.S. ßà ⟨⟩ßà è Feedback:⟨⟩′ ↑ à ↓ à ↓ à ↓

20

(Production)

Aside

- Equivalent!- Formulate in terms mean,

Pseudomomentum?- Red herring for barriers

à quenched*

Page 21: Diamond APS 2015 - University of California, San Diego APS 2015.pdf · Title: Microsoft PowerPoint - Diamond APS 2015 Author: jkwon Created Date: 11/11/2015 2:38:44 PM

Numerical Results:Analysis of QG Model

21

Page 22: Diamond APS 2015 - University of California, San Diego APS 2015.pdf · Title: Microsoft PowerPoint - Diamond APS 2015 Author: jkwon Created Date: 11/11/2015 2:38:44 PM

• Re-scaled system

= / + for mean

= // + / − + 1 / for P.E.

• Note:

– Quenching exponent = 2 for saturated modulational instability

– Potential enstrophy conserved to forcing, dissipation, boundary

– System size L è strength of drive

drive

Page 23: Diamond APS 2015 - University of California, San Diego APS 2015.pdf · Title: Microsoft PowerPoint - Diamond APS 2015 Author: jkwon Created Date: 11/11/2015 2:38:44 PM

• Weak Drive è 1 step staircase

– 1 step staircase forms

– Small scales not evident

– Dirichlet B.C.’s

Initial Δ All

Page 24: Diamond APS 2015 - University of California, San Diego APS 2015.pdf · Title: Microsoft PowerPoint - Diamond APS 2015 Author: jkwon Created Date: 11/11/2015 2:38:44 PM

• Increased Drive è Multi-step structure

– Multiple steps

– Steps move

– Some hint of step condensation at foot

of Q profile

– End state: barrier on LHS, step on RHS

è Suggestive of barrier formation by

staircase condensation

*

Page 25: Diamond APS 2015 - University of California, San Diego APS 2015.pdf · Title: Microsoft PowerPoint - Diamond APS 2015 Author: jkwon Created Date: 11/11/2015 2:38:44 PM

• plot reveals structure and scales involved

– FW HM max, min capture width

of steep gradient region

– Step width - minimum

Page 26: Diamond APS 2015 - University of California, San Diego APS 2015.pdf · Title: Microsoft PowerPoint - Diamond APS 2015 Author: jkwon Created Date: 11/11/2015 2:38:44 PM

• Mergers occur

– Same drive as before

– Staircase smooths

t x

Page 27: Diamond APS 2015 - University of California, San Diego APS 2015.pdf · Title: Microsoft PowerPoint - Diamond APS 2015 Author: jkwon Created Date: 11/11/2015 2:38:44 PM

• plot of Mergers

– Can see region of peak expanding

– Coalescence of steps

occurs

– Some evidence for

“bubble competition”

behavior

tx

Page 28: Diamond APS 2015 - University of California, San Diego APS 2015.pdf · Title: Microsoft PowerPoint - Diamond APS 2015 Author: jkwon Created Date: 11/11/2015 2:38:44 PM

• Mergers for yet stronger drive

– Mergers form broad

barrier region at foot of

Q profile

– Extended mean barrier

emerging from step

condensationt x

barrier

Page 29: Diamond APS 2015 - University of California, San Diego APS 2015.pdf · Title: Microsoft PowerPoint - Diamond APS 2015 Author: jkwon Created Date: 11/11/2015 2:38:44 PM

– evolution in

condensation process à

same scale

– Note broadening of high region near boundaryt

x

Page 30: Diamond APS 2015 - University of California, San Diego APS 2015.pdf · Title: Microsoft PowerPoint - Diamond APS 2015 Author: jkwon Created Date: 11/11/2015 2:38:44 PM

• Staircase Barrier Structure vs Drive

– ↑ è increasing

drive

– FW HM max increases

with , so

– Width of barrier

expands as increases

Page 31: Diamond APS 2015 - University of California, San Diego APS 2015.pdf · Title: Microsoft PowerPoint - Diamond APS 2015 Author: jkwon Created Date: 11/11/2015 2:38:44 PM

• Staircase Step Structure vs Drive

– Step width decreases

and ~ saturated as increases

– Min, max converge

Page 32: Diamond APS 2015 - University of California, San Diego APS 2015.pdf · Title: Microsoft PowerPoint - Diamond APS 2015 Author: jkwon Created Date: 11/11/2015 2:38:44 PM

• More interesting model…

– From Hasegawa-Wakatani:

= ∥∥ − + n = D∥∥ − + + ⋅ = ; ∥∥ > 1; > – Evident that mean-field dynamics controlled by:

– Γ = ⟨⟩à particle flux

– Γ = ⟨⟩à vorticity flux Relation of corrugations and shear layers

Page 33: Diamond APS 2015 - University of California, San Diego APS 2015.pdf · Title: Microsoft PowerPoint - Diamond APS 2015 Author: jkwon Created Date: 11/11/2015 2:38:44 PM

• K- Model + Γ = + Γ = = Pot Enstr = − + Γ = − Γ − Γ − − + – Total P.E. conserved, manifestly

– Γ = ⟨⟩à spreading flux

– Forcing as linear stage irrelevant

mean

=

Page 34: Diamond APS 2015 - University of California, San Diego APS 2015.pdf · Title: Microsoft PowerPoint - Diamond APS 2015 Author: jkwon Created Date: 11/11/2015 2:38:44 PM

• Fluxes Γ, Γ– Could proceed as before è PV mixing with feedback for

steepened – i.e. Γ = −– Γ = −– ~ /, with 1/ = 1/ + 1/– = /[ + − ]è

Page 35: Diamond APS 2015 - University of California, San Diego APS 2015.pdf · Title: Microsoft PowerPoint - Diamond APS 2015 Author: jkwon Created Date: 11/11/2015 2:38:44 PM

• Fluxes Γ, Γ– Could proceed as before è PV mixing with feedback for

steepened – i.e. Γ = −– Γ = −– ~ /, with 1/ = 1/ + 1/– = /[ + − ]èFeedback by steepening and reduced etc

èBarrier structure?!

Page 36: Diamond APS 2015 - University of California, San Diego APS 2015.pdf · Title: Microsoft PowerPoint - Diamond APS 2015 Author: jkwon Created Date: 11/11/2015 2:38:44 PM

• More interesting: As CDW turbulence is wave turbulence, use

mean field/QL theory as guide to model construction

• For QL theory, see Ashourvan, P.D., Gurcan (2015)

• Simplified:Γ ≈ − = − , = ∥∥• Key: electron response laminar

• Neglected weak particle pinch

(a)

Page 37: Diamond APS 2015 - University of California, San Diego APS 2015.pdf · Title: Microsoft PowerPoint - Diamond APS 2015 Author: jkwon Created Date: 11/11/2015 2:38:44 PM

Γ = − + Π ≈ ⟨⟩(/ − )à /||Π ≈ Γ/ − = −And ~ N.B.: In QLT, ≠

• Interesting to note varied roles of:

– Transport coefficients , – Non-diffusive stress

– Length scale, suppression exponent

– Intensity dependence

(b)

Page 38: Diamond APS 2015 - University of California, San Diego APS 2015.pdf · Title: Microsoft PowerPoint - Diamond APS 2015 Author: jkwon Created Date: 11/11/2015 2:38:44 PM

• Studies so far:

– = with feedback as in QG via = 1, 2– QL model with () = 1,2

• à these constitute perhaps the simplest cases conceivable…

Page 39: Diamond APS 2015 - University of California, San Diego APS 2015.pdf · Title: Microsoft PowerPoint - Diamond APS 2015 Author: jkwon Created Date: 11/11/2015 2:38:44 PM

• = + , = à mixing = 1

• Barrier and irregular staircase form

• Shear layer self-organizes near boundary

Page 40: Diamond APS 2015 - University of California, San Diego APS 2015.pdf · Title: Microsoft PowerPoint - Diamond APS 2015 Author: jkwon Created Date: 11/11/2015 2:38:44 PM

• = + , = à mixing = 2

• Density and vorticity staircase form

• Regular in structure

• Condensation to large steps, barrier forms

Page 41: Diamond APS 2015 - University of California, San Diego APS 2015.pdf · Title: Microsoft PowerPoint - Diamond APS 2015 Author: jkwon Created Date: 11/11/2015 2:38:44 PM

• Quasilinear with feedback ≠ , Π ≠ 0 = 1

• Single barrier…..

Page 42: Diamond APS 2015 - University of California, San Diego APS 2015.pdf · Title: Microsoft PowerPoint - Diamond APS 2015 Author: jkwon Created Date: 11/11/2015 2:38:44 PM

• Quasilinear with feedback ≠ , Π ≠ 0 = 2

• Density staircase forms and condenses to single edge transport barrier

Page 43: Diamond APS 2015 - University of California, San Diego APS 2015.pdf · Title: Microsoft PowerPoint - Diamond APS 2015 Author: jkwon Created Date: 11/11/2015 2:38:44 PM

• Quasilinear with feedback ≠ , Π ≠ 0 = 2

Page 44: Diamond APS 2015 - University of California, San Diego APS 2015.pdf · Title: Microsoft PowerPoint - Diamond APS 2015 Author: jkwon Created Date: 11/11/2015 2:38:44 PM

• Process of mergers

Page 45: Diamond APS 2015 - University of California, San Diego APS 2015.pdf · Title: Microsoft PowerPoint - Diamond APS 2015 Author: jkwon Created Date: 11/11/2015 2:38:44 PM

• What did we learn?

– Absolutely simplest model recovers staircase

– Boundary shear layer forms spontaneously

– * Mergers and propagation down density gradient

form macroscopic edge transport barrier from

mesoscopic staircase steps!

– (gradient) feedback seems essential

45

Page 46: Diamond APS 2015 - University of California, San Diego APS 2015.pdf · Title: Microsoft PowerPoint - Diamond APS 2015 Author: jkwon Created Date: 11/11/2015 2:38:44 PM

Discussion• “Negative diffusion” / clustering instability common to Phillips, QG and DW

transport bifurcation and Jam mechanisms:

– Γ/ < 0à Γ nonlinearity

– Γ/ < 0à Γ nonlinearly

• Key elements are:

– Inhomogeneity in mixing: length scale , and its dependence, , etc

– Feedback loop structure

• Evidence of step coalescence to form larger scale barriers à pragmatic

interest

*

Page 47: Diamond APS 2015 - University of California, San Diego APS 2015.pdf · Title: Microsoft PowerPoint - Diamond APS 2015 Author: jkwon Created Date: 11/11/2015 2:38:44 PM

Areas for further study:

• Structure of mixing representation, form of mixing scales

à , • Non-diffusive flux contributions, form

• Further study of multiple field systems, i.e. H-W: , , • Role of residual transport, spreading

• Step coalescence

• Shear vs PV gradient feedback in QG systems

Page 48: Diamond APS 2015 - University of California, San Diego APS 2015.pdf · Title: Microsoft PowerPoint - Diamond APS 2015 Author: jkwon Created Date: 11/11/2015 2:38:44 PM

Final Observation:

Staircases are becoming crowded…

Acknowledgment: “This material is based upon work supported by the U.S. Department of Energy, Office of Science, Office of Fusion Energy Sciences, under Award NumberDE-FG02-04ER54738.”