Random walk of magnetic field-lines for different values of the energy range spectral index A. Shalchi & I. Kourakis Institut für Theoretische Physik, Lehrstuhl IV: Weltraum- und Astrophysik, Ruhr-Universität Bochum, D-44780 Bochum, Germany (Dated: October 9, 2007) An analytical nonlinear description of field-line wandering in partially statistically magnetic systems was proposed recently. In this article the influence of the wave-spectrum in the energy range onto field-line random walk is investigated by applying this formulation. It is demonstrated that in all considered cases we clearly obtain a superdiffusive behaviour of the field-lines. If the energy range spectral index exceeds unity a free-streaming behaviour of the field-lines can be found for all relevant length-scales of turbulence. Since the superdiffusive results obtained for the slab model are exact, it seems that superdiffusion is the normal behavior of field-line wandering. PACS numbers: 47.27.tb, 96.50.Ci, 96.50.Bh I. INTRODUCTION Understanding turbulence is an issue of major importance in space physics and astrophysics (see, for example, Refs. [1–6]). It has been demonstrated in several articles that stochastic wandering of magnetic fieldlines directly influences the transport of charged cosmic rays (see, for example, Refs. [7–15]). Several theories have been developed to describe field-line random-walk (FLRW) analytically. The classic work of Jokipii (see Ref. [16]), for instance, employed a quasilinear approach for FLRW. In this theory the unperturbed field-lines are used to describe field-line wandering by using a perturbation method. It has often been stated that this approach is correct in the limit of weak turbulence where it is assumed that the turbulent fields are much weaker than the uniform mean field (δBi ≪ B0 ). To achieve a more reliable and general description of field-line wandering Matthaeus et al. (see Ref. [17]) developed a nonperturbative statistical approach by combining certain assumptions about the properties of the field-lines (e.g. Gaussian statistics) with a diffusion model. More precisely, in the Matthaeus et al. theory of field-line wandering is has explicitly been assumed that field-line wandering behaves diffusively. An improved theory for FLRW, which is essentially a generalization of the theory of Matthaeus et al., was recently developed by Shalchi & Kourakis (see Ref. [18]). By explicitly assuming a diffusive behavior of the fieldlines, the Matthaeus et al. theory can be obtained from the Shalchi & Kourakis approach as a special limit. However, it has also been demonstrated in Ref. [18] that for slab/2D turbulence geometry, the field-lines behave superdiffusively. Thus, the Matthaeus et al. theory cannot be applied for slab/2D composite geometry. As also demonstrated in Ref. [18], quasilinear theory is only correct for pure slab geometry or for small length scales. In most past studies a constant spectrum in the energy range has been assumed (in this case the energy range spectral index is equal to zero). It is the purpose of this article to explore different values of the energy range spectral index. The layout of this article goes as follows. In Section 2, we discuss different forms of the wave-spectrum which are appropriate for solar wind turbulence. In Section 3, we calculate the FLRW for pure slab geometry for different values of the energy range spectral index by applying the exact formulation for fieldline wandering. In Section 4, we employ the nonlinear theory of Shalchi & Kourakis for FLRW, in order to deduce an analytic form for the field-line MSD for pure 2D turbulence. These results can easily be combined with the slab results to describe field-line wandering in the slab/2D composite model (Section 5). In Sect. 6 we show some numerical results and in Sect. 7 we summerize our new results. II. DIFFERENT FORMS OF THE WAVE-SPECTRUM We consider a magnetostatic system which consists of ~ 0 = B0~ez ) and a turbulent coma uniform mean field (B ponent (δBi ). Furthermore, we assume a negligible small parallel turbulent component (δBz ≪ B0 ). In Ref. [19] a two-component turbulence model has been proposed as a realistic model for solar wind turbulence. In this model we describe the turbulent fields as a superposition of a slab model and a 2D model. As also demonstrated in Ref. [18] (see also Sects. 3,4 and 5 of the current paper), the key parameter which enters the fundamental formulas for field-line wandering, is the xx−component of the correlation tensor in the wavenumber space, which can be written as slab ~ 2D ~ Pxx (~k) = Pxx (k) + Pxx (k) (1) within the slab/2D composite model. In Eq. (1) we have used the slab contribution δ(k⊥ ) slab ~ Pxx (k) = g slab (kk ) k⊥ (2) and the 2D contribution 2D ~ Pxx (k) =g 2D δ(kk ) kx2 (k⊥ ) 1− 2 . k⊥ k (3) TABLE I: The values of the normalization constants ci (i = 1, 2, 3). These expressions are correct for lslab ≪ Lslab . case In previous studies the forms C(ν) 2 2 lslab δBslab (1 + kk2 lslab )−ν g slab (kk ) = 2π for the slab wave-spectrum, and q<1 q=1 (4) 2C(ν) 2 2 2 l2D δB2D (1 + k⊥ l2D )−ν (5) π for the 2D wave-spectrum were used. Here we defined the two bendover-scales lslab , l2D , the strengths of the turbu2 2 lent fields δBslab , δB2D , and the inertial range spectral index 2ν. The energy range of the spectrum is defined −1 −1 for kk ≪ lslab and k⊥ ≪ l2D . Clearly, both spectrum forms are constant in the energy range. However, as discussed in several previous articles (see, for example, Ref. [20]), we find in heliospheric observations a steeper spectrum (according to Ref. [20] the energy range spectral index - cf. (6) below - should be q = 1.07). In the following we deduce and discuss analytical forms of the wave spectrum for slab and 2D turbulence models. 1<q<2 Normalization constants ci −1 4 4 + 2v−1 c1 := 1−q −1 slab c2 := 14 ln Llslab q−1 lslab c3 := q−1 4 Lslab g 2D (k⊥ ) = A. General form of the slab wavespectrum According to solar wind observations, the following form of the spectrum should be appropriate: ci 2 g slab (kk ) = lslab δBslab 2π −1 0 if kk < Lslab −1 × (k l )−q if L−1 slab ≤ kk ≤ lslab (6) k slab −2v −1 (kk lslab ) if lslab < kk . In addition to the parameters used for the standard spectrum (see Eq. (4)) we have introduced the energy range spectral index q. L−1 slab indicates the smallest parallel wave-number which might be related to the bulk plasma length scale Lslab . By taking into account the normalization condition Z h i 2 2 2 slab ~ slab ~ δBslab = δBx + δBy = d3 k Pxx (k) + Pyy (k) (7) we find for the normalization constant ci the values shown in Table I. The values shown there are valid if the condition lslab ≪ Lslab is fulfilled. Note, that this restriction simply means that the largest scale of turbulence (outer scale, bulk plasma length scale) is much larger than the slab bendover-scale of the turbulence. Also note, that the first case of Table I (q < 1) also allows negative values of the spectral index corresponding to an increasing spectrum in the energy range. In Fig. 1 the used spectrum is shown to illustrate the different regimes (energy range, inertial range) and to show the difference between previous spectra (with q = 0) and the spectrum used in the current article (decreasing spectrum in the energy range). TABLE II: The values of the normalization constants di (i = 1, 2, 3). These expressions are correct for l2D ≪ L2D . case q<1 q=1 1<q<2 B. Normalization constants di −1 1 1 + 2v−1 d1 := 1−q −1 2D d2 := ln Ll2D q−1 d3 := (q − 1) l2D /L2D General form of the 2D wavespectrum For the 2D spectrum we can adopt the same form for the spectrum as used in the last subsection for the slab spectrum: g 2D (k⊥ ) = × di 2 l2D δB2D 2π 0 −q (k⊥ l2D ) (k l )−2v ⊥ 2D if k⊥ < L−1 2D −1 −1 (8) if L2D ≤ k⊥ ≤ l2D −1 if l2D < k⊥ . L−1 2D indicates again the smallest wave-number and q is again the energy range spectral index. Fulfilling the normalization condition Z h i 2 2 2 2D ~ 2D ~ δB2D = δBx + δBy = d3 k Pxx (k) + Pyy (k) (9) we find for the normalization constant di the values shown in Table II. Again the spectrum is correctly normalized for l2D ≪ L2D . In the following we consider different values of the energy range spectral index q and calculate the field-line mean square deviation analytically for pure slab, pure 2D, and two-component turbulence. III. FLRW FOR PURE SLAB TURBULENCE As shown in several previous papers (see, for example, Ref. [18]) the field-line mean square deviation can be calculated exactly for pure slab geometry. For standard forms of the wave spectrum (see e.g. Eq. (4)), where qE = 0, we find the classical diffusive result: D 2 = 2κF L |z| (see, for example, Ref. [16, 17]), (∆x) with the field-line diffusion coefficient κF L . Shalchi & Kourakis (see Ref. [18]) derived the following ordinary differential equation (ODE) for the mean square deviation and slab geometry Z E 2 d2 D 2 slab ~ (∆x) d3 k Pxx = (k) cos(kk z) dz 2 B02 Z ∞ 8π dkk g slab (kk ) cos(kk z).(10) = B02 0 It is obvious that we obtain superdiffusion (1 < b < 2) for 0 < q < 1. Classical diffusion can only be obtained in the limit q → 0 where we deduce from Eq. (14) By employing the wave spectrum of Eq. (6) and the integral transformation x = lslab kk this becomes In this case 1−q is negative and (because of z/Lslab ≪ 1) the second term in the rhs of Eq. (12) is dominant and one gets Z 1 E 2 d2 D z δBslab 2 −q dx x cos x (∆x) ≈ 4ci dz 2 B02 lslab xmin Z ∞ z (11) + dx x−2ν cos x l slab 1 D B. (∆x) 2 E ≈ 2πc1 lslab z 2 δBslab . B02 (16) Steep spectrum form: the case 1 < q < 2 D E z 2 δB 2 2 slab (∆x) = . 2 B02 (17) This result if formally the same as the initial freestreaming result which can be found for small z values (see, for example, Ref. [18]). where we used xmin = lslab /Lslab . In Appendix A we evaluate this expression in the limit lslab ≪ z ≪ Lslab . We deduce there that IV. FLRW FOR PURE 2D TURBULENCE D E 2 4ci 2 1−q δBslab q+1 lslab z (∆x) = q(q + 1) B02 In this Section, we shall follow the nonlinear formal" # πq q(q + 1) z 1−q ism for FLRW proposed by Shalchi & Kourakis (see Ref. × Γ (1 − q) sin (12). [18]). According to the results therein we have for pure + 2 2(q − 1) Lslab 2D turbulence Z This expression is valid for 0 < q < 1 and for 1 < q < 2. E 2 2 1 d2 D 2π ∞ 2 For q = 1, Eq. (11) can be directly evaluated and we = (∆x) dk⊥ g 2D (k⊥ )e− 2 h(∆x) ik⊥ . 2 2 dz B 0 0 find a logarithmic behavior of the MSD. In the following, (18) we shall further simplify Eq. (12), by distinguishing the It can easily be seen that we obtain a nonlinear formulaD E ranges 0 < q < 1 and 1 < q < 2. We stress that we 2 tion, since the field-line MSD (∆x) can also be found are interested in the large z range, although we note that the condition lslab ≪ z ≪ Lslab is assumed to hold evon the rhs of Eq. (18). By employing the spectrum of erywhere (since Lslab is related to the size of the plasma Eq. (8) and the integral transformation x = k⊥ l2D we “box”). It can easily be shown (see, for example, Ref. find [18]) that for z ≪ lslab we find a free streaming solution Z 1 E 2 2 2 δB2D d2 D 2 of the form dx x−q e−γ x (∆x) ≈ d i 2 2 dz B0 xmin D E z 2 δB 2 Z ∞ 2 slab (∆x) = . (13) 2 2 2 −2ν 2 B0 dx x e−γ x + (19) 1 A. Smooth spectrum form: the case 0 < q < 1 In this case 1 − q is positive and by taking into account z/Lslab ≪ 1 the first term in the rhs of Eq. (12) is dominant and we obtain E D πq 2 4c1 2 1−q q+1 δBslab (∆x) ≈ (14) . lslab Γ (1 − q) sin z 2 q(q + 1) B0 2 In generalDthe mean E square deviation of the field-lines has 2 the form (∆x) = az b . According to Eq. (14) we find for the slab model and for the values of the energy range spectral index considered the characteristic exponent b = q + 1. (15) where we used xmin = l2D /L2D and D E 2 (∆x) γ2 = . 2 2l2D (20) In Appendix B we evaluate this expression and we find by assuming that γ 2 ≪ 1 (i.e., the field-line MSD cannot exceed the maximum turbulence square length scale L22D ) !(q−1)/2 E 2 (∆x)2 di 1−q δB2D d2 D 2 (∆x) l ≈ dz 2 2 2D B02 2 !(1−q)/2 (∆x)2 1 − q 2 . × Γ + (21) 2 q−1 2L22D The formula can be applied so long as 0 < q < 2, except for q = 1. In the latter case, Eq. (19) can be directly evaluated and we find a logarithmic behavior of the MSD. In the following, we shall further simplify Eq. (21), separately considering 0 < q < 1 and for the cases 1 < q < 2. The relation (∆x)2 ≪ L22D is assumed to hold everywhere. A. The case 0 < q < 1 In this case 1 − q is positive and thus, because of (∆x)2 ≪ L22D , the first term in Eq. (21) is dominant E d 2 d2 D 1 1−q δB2D 2 (∆x) ≈ l 2D dz 2 2 B02 4 3−q (23) and 2 2 d1 1−q δB2D (1−q)/2 (3 − q) a= l2D 2 Γ 2 B02 4(1 + q) 1−q 2 2/(3−q) . (24) Obviously we find 4 <b<2 3 (25) which is interpreted as superdiffusion. A diffusive behavior (b = 1) cannot be obtained. We can recover the result of Ref. [18] by considering the limit q → 0 where we find b → 4/3. Even for q → 0 we find a superdiffusive behaviour of FLRW. B. FLRW FOR SLAB/2D COMPOSITE GEOMETRY According to solar wind observations, it is more realistic than plainly adopting a pure slab or pure 2D model, to consider a 20% slab/80% 2D composite model (see, for example, Ref. [19]). In this case, one rigorously obtains a 2nd-order ODE [cf. (10), (18)], whose rhs is the sum of the slab and 2D contributions, the relative weight of which is determined by the corresponding turbulence 2 2 strength, i.e., δBslab /δB 2 and δB2D /δB 2 . We shall now attempt to evaluate the asymptotic behavior of the field-line MSD in this hybrid (composite) model. !(q−1)/2 (∆x)2 1−q Γ . 2 2 (22) E D 2 By making the ansatz (∆x) = a z b we can solve this ODE analytically. It can easily be demonstrated that b= V. A. In this case we can combine Eqs. (14) and (22) into: E πq 2 d2 D 2 1−q q−1 δBslab = 4c l z (∆x) Γ (1 − q) sin 1 slab dz 2 B02 2 !(q−1)/2 2 (∆x)2 1−q 1−q δB2D Γ (29), + d1 l2D B02 2 2 where negligible contributions were omitted in the rhs. Obviously this equation has the form E (q−1)/2 d2 D 2 (∆x) = αz q−1 + β (∆x)2 . (30) 2 dz By applying the ansatz (∆x)2 = az b we find ab(b − 1)z b−2 = αz q−1 + βa(q−1)/2 z b(q−1)/2 (31) where the definitions of α and β are obvious. It is straightforward to prove that, since b < 2, the second term in the rhs is dominant for z → ∞. The slab contribution can therefore be neglected, so we can use Eqs. (23) and (24) also within the two-component model. The case 1 < q < 2 B. In this case q−1 is negative and the second term within brackets in Eq. (21) is dominant and we have E 2 d2 D d3 δB2D 2 (∆x) = dz 2 q − 1 B02 l2D L2D 1−q . (26) By using Table II for d3 this can be simplified to E δB 2 d2 D 2 2D (∆x) = 2 dz B02 In this case we can simply add the two contributions (Eqs. (17) and (28)): D E z 2 δB 2 2 (32) (∆x) = 2 B02 2 2 δB 2 = δBslab + δB2D . (27) VI. (∆x) 2 E 2 = z 2 2 δB2D B02 which is again the initial free-streaming result. The case 1 < q < 2 where we have set and we finally find D The case 0 < q < 1 (33) NUMERICAL EVALUATION OF THE INTEGRALS (28) In this article several analytical results are derived asymptotically. It is the purpose of this section to test some of these analytical results by evaluating the integral of Eq. (11) numerically. In Figs. 2-4 we compare numerical results with the analytical results derived in Sect. 2, for different values of the energy range spectral index, namely for q = 0 (see Fig. 2), q = 0.5 (see Fig. 3), and q = 1.07 (see Fig. 4). Shown D areErunning diffusion TABLE III: In this table, the results obtained for the parameters a and b, having adopted the form (∆x)2 = az b for the field-line mean square deviation, are presented. In all (but one) cases, we find either superdiffusion (1 < b < 2) or freestreaming (b = 2) of the field-lines. Diffusion (b = 1) can only be found for slab geometry and q = 0. 2 coefficients defined as Dxx = (∆x) /(2z) versus the parallel position z. As illustrated, in the first two cases there is always a good agreement between numerical and analytical results (except for intermediate length scale where we have z ≈ lslab ). In the latter case a small discrepancy between the analytical and numerical results can be seen. The reason for this difference is that q = 1.07 ≈ 1 and therefore the analytical solution is no longer very accurate. All results shown in Figs. 2-4 are for pure slab geometry. For slab/2D composite geometry the numerical evaluation of the corresponding integrals is difficult due to the nonlinear character of the ODE. Such an investigation will be subject of future work. Another possibility to test our results would be a comparison with simulations of FLRW. Such a comparison would also allow a test of our nonlinear theory for FLRW used to derive the results for 2D and slab/2D turbulence. Such simulations and a comparison between them and our analytical findings will also be subject of future work. VII. SUMMARY AND CONCLUSION We have investigated the random walk of magnetic field-lines for a more general spectrum, than the one employed in previous works. By exploring pure slab, pure 2D, and two-component turbulence models, we have calculated the field-line mean square deviation by applying the analytical description for FLRW proposed by Shalchi & Kourakis (see Ref. [18]). A superdiffusive behaviour is found in all cases considered. In Table III the results obtained in this article are summarized. The only case where one obtains diffusion is for pure slab geometry and q = 0. As shown in this article the energy range spectral index is a key-input parameter if FLRW is described. In the two-component turbulence model, which has been considered as a realistic model for solar wind turbulence (see Ref. [19]), we already find a weakly superdiffusive behavior if q = 0. For larger values of q we have D E 2 (∆x) ∼ z 4/(3−q) . If the energy range spectral index exceeds unity we find the same solution as in the initial free-streaming regime. Obviously, the energy range spectral index has a very strong influence on FLRW behavior. ¿From a theoretical point of view the results for pure slab geometry deduced in Section 3 and numerically in Sect. 6 are very interesting and important because of two reasons: • for pure slab turbulence the parameter < (∆x)2 > Geometry spectral index a b 2 slab 0<q<1 slab 1<q<2 2D 0<q<1 2D 1<q<2 slab/2D 0<q<1 slab/2D 1<q<2 δB 4c1 Γ (1 l1−q slab 2 q(q+1) slab B0 2 1 δBslab 2 2 B0 2 d1 1−q δB2D 2 2 2D B0 2 1 δB2D 2 2 B0 2 1−q δB2D 1 2D 2 B0 2 h h l d l 1 δB 2 2 B0 − q) sin πq 2 2(1−q)/2 Γ i2/(3−q) 1−q 2(1−q)/2 Γ i2/(3−q) 1−q 2 2 q+1 2 4/(3 − 2 4/(3 − 2 can be calculated exactly. No theory nor any ad hoc assumption have to be applied. • In all cases except q = 0 we find superdiffusion of FLRW. Since in reality 20 % of the fluctuations can be represented by slab modes (see Ref. [19]) it is self-evident to assume that superdiffusion and not (classical or Markovian) diffusion is the regular case in astrophysical turbulence. If we merge from pure slab geometry to the slab/2D composite model a (nonlinear) theory has to be applied and an exact description of FLRW in no longer possible. By applying the ODE deduced by Shalchi & Kourakis (see Ref. [18]) we have shown that the superdiffusivity becomes even stronger in comparison to the pure slab results. It must be the subject of future work to apply these new results on realistic systems, such as solar wind turbulence. An important example is perpendicular transport of charged cosmic rays which is directly controlled by the FLRW, since charged particles are tied to magnetic field-lines (see, for example, Ref. [15]). APPENDIX A: EVALUATION OF THE INTEGRAL FOR SLAB GEOMETRY For slab turbulence the field-line MSD is given by Eq. (11). Taking into account the relation Z ∞ i 1 h −iπµ/2 e Γ (µ, +iu) + e+iπµ/2 Γ (µ, −iu) , dx xµ−1 cos x = 2 u (A1) according to Gradshteyn & Ryzhik (see Ref. [21], page 430, Eq. 3.761.7 therein), for µ < 1 (implying here q > 0), where we have R ∞employed the incomplete Gamma function Γ(µ, x) = x dt tµ−1 e−t (see Eq. 8.35 in the latter reference), and approximating Γ(µ, x), for small values of the argument x, as xµ Γ(µ, x ≪ 1) ≈ Γ (µ) 1 − (A2) µΓ(µ) (see Eq. 8.354.2 in the same reference) we find Z ∞ π 1 dx xµ−1 cos x ≈ Γ (µ) cos µ − uµ . 2 µ u (A3) By applying this formula onto Eq. (11) one gets Gamma-functions Γ(a, z) E 2 d2 D 1−q 2 2 di δB2D 2 q−1 (∆x) γ Γ , γ xmin ≈ dz 2 2 B02 2 1−q 2 − γ q−1 Γ ,γ 2 1 2 2ν−1 − ν, γ . (B1) + γ Γ 2 By taking into account the restriction E 2 d2 D 2 1−q δBslab q−1 1 ≪ γ 2 ≪ x−2 (B2) (∆x) z = 4c l i min slab dz 2 B02 # " 1−q πq 1 z and by employing (see, for example, Ref. [22]) + (A4). × Γ (1 − q) sin 2 q − 1 Lslab Γ(a, z ≫ 1) ≈ z a−1 e−z → 0 The result can easily be integrated to obtain za Γ(a, z ≪ 1) ≈ Γ(a) − (B3) D E 2 a 4ci 2 1−q δBslab q+1 (∆x) = l z q(q + 1) slab B02 # this expression can be simplified to " πq q(q + 1) z 1−q (A5). × Γ (1 − q) sin + E 2 2 2(q − 1) Lslab (1−q)/2 d2 D 2 di δB2D 1−q 2 q−1 (∆x) + ≈ γ Γ γ 2 x2min (B 2 2 dz 2 B0 2 q−1 This is the result for the field-line MSD for lslab ≪ z ≪ Lslab . A further simplification of this formula can only To simplify this expression we have to distinguish bebe achieved if we specify the parameter q. This is done tween different limits of the parameter q. in the main part of this paper. ACKNOWLEDGMENTS APPENDIX B: EVALUATION OF THE INTEGRAL FOR 2D GEOMETRY Here we evaluate the integrals of Eq. (19). According to Ref. [21], this integral can be expressed by incomplete This research was supported by Deutsche Forschungsgemeinschaft (DFG) under the Emmy-Noether Programme (grant SH 93/3-1). As a member of the Junges Kolleg A. Shalchi also aknowledges support by the Nordrhein-Westfälische Akademie der Wissenschaften. [1] W.D. Mc Comb, The physics of fluid turbulence (Oxford Science Publications, UK, 1990). [2] R. Schlickeiser, Cosmic Ray Astrophysics (Springer, Berlin, 2002). [3] P. Goldreich, S. Sridhar, Astrophys. J., 438, 763 (1995). [4] J. Cho, A. Lazarian, E. T. Vishniac, Astrophys. J., 564, 291(2002). [5] Y. Zhou, W. H. Matthaeus, P. Dmitruk, Rev. Mod. Phys., 76, 1015 (2004). [6] M. B. Isichenko, Rev. Mod. Phys. 64, 961 - 1043 (1992). [7] J. R. Jokipii, Astrophys. J., 183, 1029 (1973). [8] J. Skilling, I. McIvor, J. Holmes, Mon. Not. R. astr. Soc., 167, 87P (1974). [9] R. Narayan, R. Medvedev, M. Medvedev, Astrophys. J., 562, L129 (2001). [10] W. H. Matthaeus, G. Qin, J. W. Bieber, G. P. Zank, Astrophys. J., 590, L53 (2003). [11] B. Chandran, J. Maron, Astrophys. J., 602, 170 (2004). [12] J. Maron, B. Chandran, E. Blackman, Phys. Rev. Lett., 92, 045001 (2004). 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Figure 3: Numerical results for the running fieldline diffusion coefficient Dxx in comparison with the asymptotic behaviour derived analytically for the slab model (q = 0.5). Shown are the analytical result for the initial free streaming regime (z ≪ lslab , dashed line), the analytical result for z ≫ lslab (solid line), and the numerical results (dotted line). Figure 4: Numerical results for the running field-line diffusion coefficient Dxx in comparison with the asymptotic behaviour derived analytically for the slab model (q = 1.07). Shown are the analytical result for the initial free streaming regime (z ≪ lslab , dashed line), the analytical result for z ≫ lslab (solid line), and the numerical results (dotted line). Note that in this case the analytical solutions for z ≪ lslab and z ≫ lslab are in coincidence. ∼ k−q || 0 10 Spectrum Figure 2: Numerical results for the running fieldline diffusion coefficient Dxx in comparison with the asymptotic behaviour derived analytically for the slab model (q = 0). Shown are the analytical result for the initial free streaming regime (z ≪ lslab , dashed line), the analytical result for z ≫ lslab (solid line), and the numerical results (dotted line). 2 10 −2 10 −4 10 Energy range In −6 10 −4 10 L−1 slab −2 10 0 10 lsla 0 Dxx/lslab 10 −1 10 −2 10 −1 10 0 10 1 10 2 10 3 10 z/l slab 1 10 0 Dxx/lslab 10 −1 10 −2 10 −1 10 0 10 1 10 z/lslab 2 10 3 10 2 10 1 Dxx/lslab 10 0 10 −1 10 −2 10 −1 10 0 10 1 10 z/l slab 2 10 3 10
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