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Introduction: Rossby wave turbulence
       Generation of large scales by modulational instability
                  Feedback of large scales on small scales




             Feedback of zonal flows on Rossby-wave
            turbulence driven by small scale instability

                                              Colm Connaughton

                         Centre for Complexity Science and Mathematics Institute
                                         University of Warwick

                      Joint work with S. Nazarenko (Warwick), B. Quinn (Warwick).


                          Wave-Flow Interactions: Fourth Meeting
                               Cambridge, 13-15 Apr 2011


Colm Connaughton: http://www.slideshare.net/connaughtonc        arXiv:1008.3338 nlin.CD
Introduction: Rossby wave turbulence
         Generation of large scales by modulational instability
                    Feedback of large scales on small scales


Outline



     1       Introduction: Rossby wave turbulence


     2       Generation of large scales by modulational instability


     3       Feedback of large scales on small scales




Colm Connaughton: http://www.slideshare.net/connaughtonc          arXiv:1008.3338 nlin.CD
Introduction: Rossby wave turbulence
       Generation of large scales by modulational instability
                  Feedback of large scales on small scales


Charney-Hasegawa-Mima equation driven by small
scale "instability"

                       (∂t − L) (∆ψ − F ψ) + β ∂x ψ + J[ψ, ∆ψ] = 0.
     Operator L has Fourier-space representation
                                                 Lk = γk − νk 2m
     which mimics a small scale instability (and hyperviscosity).
                                                          γk peaked around (kf , 0).
                                                          Choose kf2 ∼ F .
                                                          Forcing excites meridionally
                                                          propagating Rossby waves with
                                                          wavelength comparable to
                                                          deformation radius.
Colm Connaughton: http://www.slideshare.net/connaughtonc        arXiv:1008.3338 nlin.CD
Introduction: Rossby wave turbulence
       Generation of large scales by modulational instability
                  Feedback of large scales on small scales


Large scale – small scale feedback loop

     Initialise vorticity field with white noise of very low amplitude.
     What are the dynamics? The following scenario was proposed
     by Zakharov and coworkers (1990’s):
             Waves having γk > 0 initially grow exponentially.
             When amplitudes get large enough, nonlinearity initiates
             cascades.
             Inverse cascade transfers energy to large scales leading to
             zonal jets.
             Jets shear small scale waves generating negative
             feedback. "Switches off" the forcing.
     This talk: is this what really happens?


Colm Connaughton: http://www.slideshare.net/connaughtonc        arXiv:1008.3338 nlin.CD
Introduction: Rossby wave turbulence
       Generation of large scales by modulational instability
                  Feedback of large scales on small scales


Weak and strong turbulence regimes

     Nonlinearity measured by dimensionless amplitude:

                                                                Ψ0 k 3
                                                      M=
                                                                 β

     where k typical scale, Ψ0 is typical amplitude. Two limits:
             M         1 : Euler limit.
             M         1 : Wave turbulence limit.
     Wave turbulence limit is analytically tractable:
             Evolution of turbulence spectrum described by a closed
             kinetic equation.
             Kinetic equation has exact stationary solutions describing
             cascades.

Colm Connaughton: http://www.slideshare.net/connaughtonc          arXiv:1008.3338 nlin.CD
Introduction: Rossby wave turbulence
       Generation of large scales by modulational instability
                  Feedback of large scales on small scales


Wave turbulence kinetic equation


          ∂nk                                 2
                                       k
                     = 4π             Vq r δ(k − q − r)δ(ωk − ωq − ωr )×
           ∂t
                 [nq nr − nk nq sgn(ωk ωr ) − nk nr sgn(ωk ωq )] dqdr + γk nk .

     where
                                                                  β kx
                                                  ωk = −
                                                                 k2+F
                k           i                                   qy      ry     ky
               Vq r =              β |kx qx rx |                    + 2    − 2              .
                            2                            q2      +F  r +F   k +F
     Problem: stationary Kolmogorov solution describing the
     inverse cascade is non-local.

Colm Connaughton: http://www.slideshare.net/connaughtonc          arXiv:1008.3338 nlin.CD
Introduction: Rossby wave turbulence
       Generation of large scales by modulational instability
                  Feedback of large scales on small scales


Modulational instability of Rossby waves
     Small scale Rossby waves are unstable to large scale
     modulations (Lorenz 1972, Gill 1973)
                                            In wave turbulence limit,
                                            M     1, unstable
                                            perturbations
                                            concentrate on resonant
                                            manifold:

                                                                                 p = q+r
                                                                            ω(p) = ω(q) + ω(p− ).

                                                                            Perturbations with
                                                                            fastest growth rate
                                                                            become close to zonal
                           p = (1, 0).                                      for M    1.
Colm Connaughton: http://www.slideshare.net/connaughtonc        arXiv:1008.3338 nlin.CD
Introduction: Rossby wave turbulence
       Generation of large scales by modulational instability
                  Feedback of large scales on small scales


Generation of jets by modulational instability

       t=0                                  t=6                              t=8          t=9




       t=12                                 t=18                             t=24         t=42




Colm Connaughton: http://www.slideshare.net/connaughtonc        arXiv:1008.3338 nlin.CD
Introduction: Rossby wave turbulence
       Generation of large scales by modulational instability
                  Feedback of large scales on small scales


Distortion of small scales by large scales in weakly
nonlinear regime
     Modulational instability generates large scales directly from
     small scale waves (non-locality).
     Subsequent evolution of the small scales can be described by a
     nonlocal turbulence theory:
         Assume major main contribution to collision integral for
         small scales comes from modes q having q           k (scale
         separation).
         Taylor expand in q. Leading order equation for small scales
         is an anisotropic diffusion equation in k-space:
                            ∂nk     ∂                 ∂nk
                                =      Sij (k1 , k2 )     .
                             ∂t    ∂ki                ∂kj
             Diffusion tensor, Sij , depends on structure of the large
             scales: more intense zonal flows give faster diffusion.
Colm Connaughton: http://www.slideshare.net/connaughtonc        arXiv:1008.3338 nlin.CD
Introduction: Rossby wave turbulence
       Generation of large scales by modulational instability
                  Feedback of large scales on small scales


More on the spectral diffusion approximation

                                                          Diffusion tensor, Sij turns out to be
                                                          degenerate
                                                          A change of variables shows that
                                                          diffusion is along 1-d curves:

                                                                              β k 2 kx
                                                                     Ω=                = const
                                                                              k2 + F
                                                          Wave-action, nk , of a small scale
                                                          wavepackets is conserved by this
                                                          motion.
                                                          Energy, ωk nk , of small scale
                                                          wavepackets is not conserved.


Colm Connaughton: http://www.slideshare.net/connaughtonc        arXiv:1008.3338 nlin.CD
Introduction: Rossby wave turbulence
       Generation of large scales by modulational instability
                  Feedback of large scales on small scales


Numerical view of spectral transport




     Wave-action diffuses along the Ω curves from the forcing region
     until it is dissipated at large wave-numbers.
Colm Connaughton: http://www.slideshare.net/connaughtonc        arXiv:1008.3338 nlin.CD
Introduction: Rossby wave turbulence
       Generation of large scales by modulational instability
                  Feedback of large scales on small scales


Mechanism for saturation of the large scales

             Energy lost by the small scales is transferred to the large
             scale zonal flows which grow more intense.
             More intense large scales results in a larger diffusion
             coefficient.
             Increases the rate of dissipation of the small scale
             wave-action → negative feedback.

     Prediction:
     Growth of the large scales should suppress the small scale
     instability which turns off the energy source for the large scales
     leading to a saturation of the large scales without large scale
     dissipation.


Colm Connaughton: http://www.slideshare.net/connaughtonc        arXiv:1008.3338 nlin.CD
Introduction: Rossby wave turbulence
       Generation of large scales by modulational instability
                  Feedback of large scales on small scales


Numerical observations of feedback loop

                                                                  Feedback loop is very evident
                                                                  in weakly nonlinear regime.
                                                                  Scaling arguments allow one
                                                                  to predict the saturation level
                                                                  of the large scales in terms of
                                                                  the small scale grow rate:

                                                                     [U ( U)]LS ∼ γ β     M   1

                                                                     [U ( U)]LS ∼ γ U     M    1
     These estimates are reasonably supported by numerics -
     especially the cross-over from the weak to strong turbulence
     regimes (see inset).


Colm Connaughton: http://www.slideshare.net/connaughtonc        arXiv:1008.3338 nlin.CD
Introduction: Rossby wave turbulence
       Generation of large scales by modulational instability
                  Feedback of large scales on small scales


Conclusions

             The CHM equation driven by “instability” forcing behaves
             differently than one might expect.
             There is no inverse cascade but rather direct generation of
             large scales by modulational instability (this could change
             with broadband forcing).
             Evolution of subsequent turbulence is non-local in scale
             and partially tractable analytically in the wave turbulence
             limit.
             A negative feedback loop is set up whereby the growth of
             the small scales is suppressed by the large scales leading
             to a saturation of the large scales without any large scale
             dissipation mechanism.

Colm Connaughton: http://www.slideshare.net/connaughtonc        arXiv:1008.3338 nlin.CD

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Feedback of zonal flows on Rossby-wave turbulence driven by small scale instability, Wave-Flow Interactions, University of Cambridge April 13-15 2011

  • 1. Introduction: Rossby wave turbulence Generation of large scales by modulational instability Feedback of large scales on small scales Feedback of zonal flows on Rossby-wave turbulence driven by small scale instability Colm Connaughton Centre for Complexity Science and Mathematics Institute University of Warwick Joint work with S. Nazarenko (Warwick), B. Quinn (Warwick). Wave-Flow Interactions: Fourth Meeting Cambridge, 13-15 Apr 2011 Colm Connaughton: http://www.slideshare.net/connaughtonc arXiv:1008.3338 nlin.CD
  • 2. Introduction: Rossby wave turbulence Generation of large scales by modulational instability Feedback of large scales on small scales Outline 1 Introduction: Rossby wave turbulence 2 Generation of large scales by modulational instability 3 Feedback of large scales on small scales Colm Connaughton: http://www.slideshare.net/connaughtonc arXiv:1008.3338 nlin.CD
  • 3. Introduction: Rossby wave turbulence Generation of large scales by modulational instability Feedback of large scales on small scales Charney-Hasegawa-Mima equation driven by small scale "instability" (∂t − L) (∆ψ − F ψ) + β ∂x ψ + J[ψ, ∆ψ] = 0. Operator L has Fourier-space representation Lk = γk − νk 2m which mimics a small scale instability (and hyperviscosity). γk peaked around (kf , 0). Choose kf2 ∼ F . Forcing excites meridionally propagating Rossby waves with wavelength comparable to deformation radius. Colm Connaughton: http://www.slideshare.net/connaughtonc arXiv:1008.3338 nlin.CD
  • 4. Introduction: Rossby wave turbulence Generation of large scales by modulational instability Feedback of large scales on small scales Large scale – small scale feedback loop Initialise vorticity field with white noise of very low amplitude. What are the dynamics? The following scenario was proposed by Zakharov and coworkers (1990’s): Waves having γk > 0 initially grow exponentially. When amplitudes get large enough, nonlinearity initiates cascades. Inverse cascade transfers energy to large scales leading to zonal jets. Jets shear small scale waves generating negative feedback. "Switches off" the forcing. This talk: is this what really happens? Colm Connaughton: http://www.slideshare.net/connaughtonc arXiv:1008.3338 nlin.CD
  • 5. Introduction: Rossby wave turbulence Generation of large scales by modulational instability Feedback of large scales on small scales Weak and strong turbulence regimes Nonlinearity measured by dimensionless amplitude: Ψ0 k 3 M= β where k typical scale, Ψ0 is typical amplitude. Two limits: M 1 : Euler limit. M 1 : Wave turbulence limit. Wave turbulence limit is analytically tractable: Evolution of turbulence spectrum described by a closed kinetic equation. Kinetic equation has exact stationary solutions describing cascades. Colm Connaughton: http://www.slideshare.net/connaughtonc arXiv:1008.3338 nlin.CD
  • 6. Introduction: Rossby wave turbulence Generation of large scales by modulational instability Feedback of large scales on small scales Wave turbulence kinetic equation ∂nk 2 k = 4π Vq r δ(k − q − r)δ(ωk − ωq − ωr )× ∂t [nq nr − nk nq sgn(ωk ωr ) − nk nr sgn(ωk ωq )] dqdr + γk nk . where β kx ωk = − k2+F k i qy ry ky Vq r = β |kx qx rx | + 2 − 2 . 2 q2 +F r +F k +F Problem: stationary Kolmogorov solution describing the inverse cascade is non-local. Colm Connaughton: http://www.slideshare.net/connaughtonc arXiv:1008.3338 nlin.CD
  • 7. Introduction: Rossby wave turbulence Generation of large scales by modulational instability Feedback of large scales on small scales Modulational instability of Rossby waves Small scale Rossby waves are unstable to large scale modulations (Lorenz 1972, Gill 1973) In wave turbulence limit, M 1, unstable perturbations concentrate on resonant manifold: p = q+r ω(p) = ω(q) + ω(p− ). Perturbations with fastest growth rate become close to zonal p = (1, 0). for M 1. Colm Connaughton: http://www.slideshare.net/connaughtonc arXiv:1008.3338 nlin.CD
  • 8. Introduction: Rossby wave turbulence Generation of large scales by modulational instability Feedback of large scales on small scales Generation of jets by modulational instability t=0 t=6 t=8 t=9 t=12 t=18 t=24 t=42 Colm Connaughton: http://www.slideshare.net/connaughtonc arXiv:1008.3338 nlin.CD
  • 9. Introduction: Rossby wave turbulence Generation of large scales by modulational instability Feedback of large scales on small scales Distortion of small scales by large scales in weakly nonlinear regime Modulational instability generates large scales directly from small scale waves (non-locality). Subsequent evolution of the small scales can be described by a nonlocal turbulence theory: Assume major main contribution to collision integral for small scales comes from modes q having q k (scale separation). Taylor expand in q. Leading order equation for small scales is an anisotropic diffusion equation in k-space: ∂nk ∂ ∂nk = Sij (k1 , k2 ) . ∂t ∂ki ∂kj Diffusion tensor, Sij , depends on structure of the large scales: more intense zonal flows give faster diffusion. Colm Connaughton: http://www.slideshare.net/connaughtonc arXiv:1008.3338 nlin.CD
  • 10. Introduction: Rossby wave turbulence Generation of large scales by modulational instability Feedback of large scales on small scales More on the spectral diffusion approximation Diffusion tensor, Sij turns out to be degenerate A change of variables shows that diffusion is along 1-d curves: β k 2 kx Ω= = const k2 + F Wave-action, nk , of a small scale wavepackets is conserved by this motion. Energy, ωk nk , of small scale wavepackets is not conserved. Colm Connaughton: http://www.slideshare.net/connaughtonc arXiv:1008.3338 nlin.CD
  • 11. Introduction: Rossby wave turbulence Generation of large scales by modulational instability Feedback of large scales on small scales Numerical view of spectral transport Wave-action diffuses along the Ω curves from the forcing region until it is dissipated at large wave-numbers. Colm Connaughton: http://www.slideshare.net/connaughtonc arXiv:1008.3338 nlin.CD
  • 12. Introduction: Rossby wave turbulence Generation of large scales by modulational instability Feedback of large scales on small scales Mechanism for saturation of the large scales Energy lost by the small scales is transferred to the large scale zonal flows which grow more intense. More intense large scales results in a larger diffusion coefficient. Increases the rate of dissipation of the small scale wave-action → negative feedback. Prediction: Growth of the large scales should suppress the small scale instability which turns off the energy source for the large scales leading to a saturation of the large scales without large scale dissipation. Colm Connaughton: http://www.slideshare.net/connaughtonc arXiv:1008.3338 nlin.CD
  • 13. Introduction: Rossby wave turbulence Generation of large scales by modulational instability Feedback of large scales on small scales Numerical observations of feedback loop Feedback loop is very evident in weakly nonlinear regime. Scaling arguments allow one to predict the saturation level of the large scales in terms of the small scale grow rate: [U ( U)]LS ∼ γ β M 1 [U ( U)]LS ∼ γ U M 1 These estimates are reasonably supported by numerics - especially the cross-over from the weak to strong turbulence regimes (see inset). Colm Connaughton: http://www.slideshare.net/connaughtonc arXiv:1008.3338 nlin.CD
  • 14. Introduction: Rossby wave turbulence Generation of large scales by modulational instability Feedback of large scales on small scales Conclusions The CHM equation driven by “instability” forcing behaves differently than one might expect. There is no inverse cascade but rather direct generation of large scales by modulational instability (this could change with broadband forcing). Evolution of subsequent turbulence is non-local in scale and partially tractable analytically in the wave turbulence limit. A negative feedback loop is set up whereby the growth of the small scales is suppressed by the large scales leading to a saturation of the large scales without any large scale dissipation mechanism. Colm Connaughton: http://www.slideshare.net/connaughtonc arXiv:1008.3338 nlin.CD