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Astron. Astrophys. 329, 451-481 (1998) 5. The frequency mapThe knowledge gained by the quasi-periodic approximations of the major types of orbits can be directly exploited for the construction of frequency maps through which we will be able to study the global dynamics of the system. 5.1. Choice of parametersAs mentioned above, we will choose a variety of representative
values for the parameters For this, it is essential that the chosen parameters correspond to
physical density values. Moreover, they should approximate the ratios
of the observed configurations of elliptical galaxies. In effect, as
we argued in Sect. 3, the isodensities are two to three times flatter
than the equipotentials. The isodensities may be labeled by two ratios
which qualifies the flattening of the model: when
In Table 5, we present the 12 selected couples of parameters
Table 5. Perturbation parameters 5.2. Construction of the frequency mapA very useful way to view the phase space of a 2 degrees of freedom Hamiltonian system is by simply producing its Poincaré map (Poincaré 1892). Nevertheless, this map is rather unexploitable for systems with 3 or more degrees of freedom, as it has at least 4 dimensions. To our knowledge, the only satisfactory method designed to display the dynamics of multidimensional systems is the frequency map analysis. Indeed, the frequency map is a direct representation of the system's complicated network of resonances, known as the Arnol'd web (Arnol'd 1964; Arnol'd & Avez 1967, p.93). In order to construct the frequency map, we will carry out a more drastic reduction of the dimension of the system than the one performed by a simple surface of section, by fixing all the variables considered as the angles to arbitrary values. For a 3 degrees of freedom system this implies to fix three angle-like variables and take initial conditions in two action-like variables, with the last variable determined by the restriction of the system in a constant energy manifold. We essentially require that this section cuts transversally the tori under consideration, taking into account the symmetries of the system (for details see Laskar 1993, 1996) . 5.2.1. Box orbits
The phase space of the logarithmic system can be roughly divided in
four regions, corresponding to a different type of orbit. First, the
boxes are orbits which are generated by the coupling of the 1 degree
of freedom systems (Eq. 16). The phase space of these integrable
systems is parameterized by the constant value of the energy. If we
set now all the spatial variables equal to 0, the initial conditions
in the conjugate momenta which maps the moments We construct 12 representative frequency maps (Eq. 29) for the part
of the phase space filled with box orbits by taking approximately
10000 initial conditions on the plane formed by the long and middle
axis momenta. The results are displayed in Figs. 3, 5 and 7. The
orbits are integrated for about 100 periods of the periodic orbit
moving along the long axis of the system. This integration time
assures a precision in the determination of the fundamental
frequencies of the order of
Let us first comment on the characteristic features of the frequency map by concentrating on Fig. 3a. The left part of the plot contains orderly arranged points. The map seems to be regular in that area and, thus, we may conclude that there exist many KAM tori corresponding to these initial conditions. Yet, the actual KAM tori do not separate the phase space of a system with 3 or more degrees of freedom. Therefore, it is possible that the orbits corresponding to initial conditions in the complementary space, in between the tori, may diffuse (Arnol'd 1964). However, recent rigorous results (Morbidelli & Giorgilli 1995) using arguments of the KAM (Kolmogorov 1954; Arnol'd; 1963; Moser 1962) and the Nekhorochev theory (Nekhorochev 1977) prove that orbits in the neighbourhood of KAM tori will remain there for superexponentially long times. Hence, in the areas of the frequency maps where the number of KAM tori is large, we should be reassured that the orbits will remain there for very long times. On the other hand, the regular regions are interrupted by lines of
the form The horizontal, vertical and parallel to the diagonal resonant
lines (when Table 6. Periodic box orbits corresponding to the frequency maps of Figs. 3, 5 and 7, with their associated values of the rotation numbers On the right part of the diagram the frequency map is irregular.
This fact is testified by the area of dispersed points. For these
initial conditions, the quasi-periodic approximation does no longer
hold and we can conclude that the scattered points correspond to
chaotic orbits. In this part of the map we perceive two principal
lines of accumulation of points. The one formed in the upper part of
the diagram is connected with a 1:1 resonance between the middle and
the short axis variables and the other, which is the diagonal of the
frequency plane, is related to a 1:1 resonance between the middle and
long axis variables. These lines are the result of the perturbation of
the short axis periodic orbit. We have remarked in the linear
stability analysis of the rectilinear periodic orbits (Fig. 1) that,
apart from the integrable spherical case, the short axis rectilinear
orbit (whichever is the variable representing it) is
hyperbolic-hyperbolic, for practically all physical values of the
perturbation parameters. Thus, when the parameters correspond to
values for which the system is non-integrable (for
The dynamical behaviour of the system is proved to be quite complicated, as it was predicted in some extent by Schwarzschild (1993) for the singular logarithmic potential and in recent studies of 3-dimensional galactic potentials with a cusp (Merritt & Fridman 1996). In these studies some resonances of the 2D systems, (the so called "boxlets" - see Miralda-Escudé & Schwarzschild 1989; Lees & Schwarzschild 1992) and periodic orbits were identified. However, the objects playing the fundamental role for the dynamics of a 3 degrees of freedom system are the 3-dimensional resonant tori (the coupling between the "boxlets"), which are directly identified in the frequency maps with their associated resonant conditions and their actual strength. Indeed, all these features, which are intrinsically connected with the addition of a third dimension in the system, are generally very hard to be discovered and visualized with any classical method. The dynamical evolution of the system through the change of the
perturbation parameters can be followed by comparing the frequency
maps. In the first 8 maps (Figs. 3 and 5) the short to middle axis
ratio of the equipotentials is kept constant and equal to 0.9 which
corresponds to an isodensity ratio for the related axes of 0.6-0.7,
approximately. On the other hand, by varying the long axis, we are
able to cover values of the shape parameter The most important resonant line (with the lowest value of
In addition to the frequency maps, a very useful representation of the dynamics of box orbits is obtained through Figs. 4, 6 and 8, where we map the initial condition space (the axes represent squares of diminishing initial momenta) with a certain diffusion parameter. Actually, we obtain the rotation numbers corresponding to each orbit for a second quasi-periodic approximation by continuing the integration for another 100 periods. Then, we compute the maximum between the temporal derivatives of the two consecutive rotation number couples (Laskar 1993, 1996; Dumas & Laskar 1993). Each point on this graph is labeled through the diffusion parameter, by increasing the grey colour weight of each point proportionally to the logarithm of the diffusion rate. Only the fine points represent quasi-periodic orbits up to the numerical error on the estimation of the frequencies. Attempts to construct diagrams of this kind for galactic models were also performed by Schwarzschild (1993) and by Merritt and his collaborators (Merritt and Fridman 1996; Merritt and Valluri 1996) by using the classical Lyapunov exponents in order to distinguish regular from chaotic orbits. The advantage of our representation, apart from the very quick and detailed scanning of the zone, is the fact that it is based on the calculation of the rotation numbers which can be considered as numerical integrals of motion. Thus, their first derivative can be regarded as a quasi-linear diffusion coefficient (see Lichtenberg & Liebermann 1992, p. 328).
For the first group of maps (Fig. 4), we may observe that the most irregular region corresponds to orbits produced for moderate to small values of the long axis moment. These initial conditions generate boxes laying close to a plane of the configuration space formed by the short and middle axes. This fact stresses once more the importance of the hyperbolicity of the two rectilinear orbits, moving along these axes. In these figures, we may also view the resonant lines, which appear as bold curves. If the square of the moments were exactly equal to the actions of a system of coupled rotators, all the latter should have appeared as straight lines. When the perturbation magnifies, a larger proportion of these diagrams becomes irregular. As we may see in Fig. 4d, the chaotic region is now apparent in the bottom of the diagram near the long axis system, as the corresponding orbit is partially hyperbolic. In the four maps presented in Fig. 5, where the triaxiality parameter takes values approaching the prolate case, the irregular part of the phase space is enlarging. Indeed, as previously mentioned, this is also partly due to the hyperbolicity of the long axial periodic orbit, which is related with the appearance of the (2,0,-1) resonant line, in the left part of Fig. 5a. Due to resonance overlapping, most of the region depicted on the frequency map is covered with irregular orbits. The irregular orbits are multiplied in Fig. 5b, where almost every box orbit is chaotic. The principal lines of accumulation of points in the main body of the map are broken resonant tori, and the principal attracting point in the middle of this diagram is in the neighbourhood of the 4:6:7 elliptic periodic orbit. This phenomenon is common in the chaotic regions where the orbits are "trapped" in the vicinity of resonances for quite some time, due to the effect of long time correlations (Contopoulos 1971; Shirts & Reinhardt 1982). This is one of the principal reasons for which we cannot consider that a chaotic orbit fills ergodically the permitted space even if it has a high rate of diffusion. The dramatic change in the behaviour of the circulating part of the phase space can be easily visualized in the "action space". Indeed, a large proportion of the diagrams presented in Figs. 6a and b, are entirely black, due to the high values of the diffusion parameter. Only some small space in the middle of the Fig. 6b is covered with fine points, where we can locate the initial conditions of orbits which seem regular for this time span. The situation changes slightly in the case of Fig. 5c, for
For values of the perturbation parameter This highly irregular behaviour of orbits in these models for small
values of the shape parameters The last group of maps correspond to models which are somewhat
flatter then the group of Fig. 3 ( In Fig. 7c, we have the apparition of the (2,0,-1) resonant line,
which is connected with the hyperbolicity of the long axis rectilinear
orbit and its bifurcation to a 2:0:1 periodic orbit on the restricted
2D system. Thus, the chaotic zone covers that part of the map
represented by the grey region depicted in the vicinity of the orbit.
This zone extends near the long-short axes 2D system (Fig. 8c). The
effect of overlapping of resonances is mostly apparent in the
neighbourhood of the short axial periodic orbit on the right side of
the map. At last, with the magnification of the perturbation, the
overlapping of all these resonant tori gives rise to a large chaotic
region in the central body of the map. However, many chaotic orbits
seem to be trapped in the vicinity of two families of resonant tori
corresponding to the (2,1,-2) and (3,-1,-1) resonant lines, which
intersect on the 3:4:5 periodic orbit. These regions correspond to the
center of the action diagram and have smaller diffusion rates (Fig. 8d). On the other hand, the vicinity of the long axial orbit is
regular, as shown also by the linear stability analysis of Sect. 3.1.
This last map, for which we have the appearance of chaotic regions in
a rather large scale, corresponds to a strongly perturbed system, with
a triaxiality parameter 5.2.2. Tube orbitsWhereas the circulation zone can be displayed by taking initial
conditions in one of the surfaces with vanishing initial angular
momentum components (setting all initial positions or moments equal to
zero), the situation is quite complex in the case of the libration
zones, where the initial angular momentum components vary within a
wide range of values. Thus, we do not expect to map only one kind of
orbit on each of the remaining initial condition planes which are
produced by keeping three non-conjugate variables equal to 0 and by
evolving in the other three on the constant energy manifold. In
general, it is possible to distinguish the type of orbit generated by
each initial condition through the leading frequencies of their
quasi-periodic approximation given by the frequency map analysis. The
regions occupied by different kind of orbits on the 6 remaining
initial condition planes are delineated on Fig. 9, for values of the
axial ratios close to the spherical case (
As mentioned above, the distribution of the different types of
orbits on these images can be elucidated through the initial value of
their angular momentum components (Schwarzschild 1993). For the chosen
couple of perturbation parameters, the components are
The diagrams of Fig. 9 can be divided in three groups depending on
which initial angular momentum components are non-zero. The initial
conditions portrayed in Figs. 9a and 9d correspond generally to
non-vanishing initial values of the angular momentum components
parallel to the middle and short axes. The middle axis angular
momentum, which is the integral of the short/long axis axisymmetric
system, is not related with quasi-periodic motions due to the partial
hyperbolicity of the corresponding periodic orbit in the complete 3D
system (see Sect. 4.2.2). On the contrary, the initial non-vanishing
value of the angular momentum component following the short axis can
generate short axis tubes. Nevertheless, these planes will also
contain some boxes, for vanishing values of the initial angular
momentum corresponding to the bottom left and right corners of the
figures, i.e. when the initial conditions of the middle axis variables
( The planes displayed in Figs. 9b and 9e correspond to non-zero initial values of the angular momentum component following the long axis. Hence, naturally, outer long axis tubes are produced until the initial long axis angular momentum reaches a critical value, for which the system begins the circulation in the long axis variables. These regions which correspond to an important value of the long axis spatial variable (here y) are covered with inner long axis tubes. As before, the initial conditions for which the angular momentum vanishes produce boxes. At last, in the case of the planes An important dynamical aspect of the system which was mentioned in recent studies (see Merritt & Fridman 1996) is the existence of chaotic regions separating the different types of quasi-periodic motion in the libration zones of the system. In fact, as we commented in the case of box orbits (see Sect. 5.2.1), the stability of the principal rectilinear periodic orbits is crucial for the existence of these regions. For the values of the axial ratios employed here, the long axial orbit is linearly elliptic, while the middle and short axial ones are simply and doubly unstable, respectively (Fig. 1). As stressed in Sect. 5.2.1, by adding two non-symmetric dimensions, these latter orbits create a stable and an unstable manifold of dimension 2 in the case of the partially hyperbolic orbit, and of dimension 3 for the hyperbolic-hyperbolic orbit. In each case, the stable manifold intersects transversally with its corresponding unstable manifold thereby producing chaotic zones which can be enlarged as the perturbation increases. Indeed, the traces of these regions, and especially of the one produced by the small axial periodic system, are very apparent in the initial condition planes of Fig. 9. More specifically, in Figs. 9a and d, the chaotic zone generated by the small axial periodic orbit separates the box orbits from the small axis tubes. To this chaotic region, at least for initial conditions very close to the middle/long axes system, contributes the small irregular zone produced due to the partial hyperbolicity of the middle axial periodic orbit. In Figs. 9b and e, the chaotic region produced due to short axial periodic orbit appears in three areas of the initial condition planes. In the extreme right and bottom corners of each diagram, respectively, the small chaotic region corresponding to the middle axial periodic orbit is superposed with the chaotic zones produced by the short axial orbit. It is interesting to observe that the perturbed manifolds of the short axial periodic orbit split in two, bounding the three different types of orbits and also separate the inner long axis tubes in two parts. This phenomenon is also apparent in the last two figures (Figs. 9c and f), where the chaotic zone produced due to the hyperbolicity of the short axial periodic orbit separates all four types of quasi-periodic motion. On the other hand, in the case of the middle/short and middle/long axes initial condition planes (Fig.9a and b), the chaotic region expands along the short and long axes of the system, respectively, due to the partial hyperbolicity of the periodic orbit around which loops librate, in the restricted 2D system. It is already known that around the circular orbit of the 4-dimensional restriction of the axisymmetric system (setting the middle axis variables equal to 0) there exist a family of quasi-periodic orbits parameterized by the angular momentum. In the complete system, (setting the middle axis variables slightly different from zero) this is a one parameter family of partially hyperbolic tori, the so called whiskered tori. Cresson (1997) gave a mathematically rigorous result regarding the existence of these objects and the persistence of a large number of them in the triaxial system, provided that the axial ratio between the small and the middle axis is close enough to 1, in the sense of the hypotheses of KAM theorem. Moreover, he proved that under these circumstances, and as the second integral of motion (the angular momentum) is destroyed, there exists a neighbourhood for each whiskered torus in which the associated unstable manifold of the later object intersects transversally with the stable manifold of every partially hyperbolic torus inside this neighbourhood. Hence, it is formed a transition chain, through which orbits may diffuse, a process known under the name of Arnol'd diffusion (Arnol'd 1964; Arnol'd & Avez 1967). The logarithmic system provides one of the rare examples discovered up to this moment for which the possibility of the existence of instability orbits can be rigorously demonstrated, even if this type of diffusion should be extremely slow in order to be physically significant in the case of galaxies. However, when the perturbation increases, the existence of this instability is responsible for the chaotic regions viewed in Figs. 9a and b, for initial conditions very close to the short/long axis system (with vanishing values of the middle axis spatial variable). Let us now turn back to the distribution of quasi-periodic orbits on the initial condition planes. In fact, these figures are similar to the orbit classification diagrams in the action space of a Stäckel system, as projected on a surface of constant energy (de Zeeuw 1985; Statler 1987; Schwarzschild 1993). In that case, though, the initial condition plane formed by the long and short axes, covers the possible dynamical behaviour of the system. On the contrary, in the logarithmic system (and in its scale free limit), this is not true. Schwarzschild (1993) restricted his study for the tubes on that plane by conjecturing that most of the tube orbits should cross it. In fact, this plane gives the necessary information for the construction of a self-consistent model, as it contains all type of tubes. Nonetheless, by checking the range of the rotation numbers values parameterizing the motion of the regular orbits of the system for each initial condition plane, we can show that, in our case, almost all possible orbits may be covered by taking two planes of initial conditions: one for the long axis tubes formed by the middle and long axis spatial variables (Fig. 9b) and a second one on the middle and short axis spatial variables (Fig. 9a), for the study of the short axis tubes. This choice seems much more appropriate, also dictated by the perturbative approach followed in order to explain the existence of these orbits (Sect. 4.2). The complexity of the initial condition planes is a direct indication that the Cartesian coordinates provide a bad parametrization for the study of the libration zones. Indeed, due to symmetries, initial conditions producing the same orbit may be found in two different points of these planes. For the short and outer long axis tubes, this can be understood by checking their initial angular momenta (Schwarzschild 1993). These quantities can take similar values in two parts of the planes, separated by the arc of maximum initial total angular momentum connecting the two periodic orbits of the restricted 2D systems. This line designates orbits which are occasionally named as thin tubes due to the fact that they are produced by a very slight perturbation of the corresponding planar periodic orbit. Thus, for the short and outer long axis tubes a better parametrization would have been furnished by taking initial conditions following the angular momentum components after transformation of the system in the corresponding polar coordinates, as performed in the case of the loops of the 2D system (Paper I). However, this procedure cannot be applied in the case of inner long axis tubes, which are separated by the chaotic zone produced by the doubly hyperbolic small axial orbit. What is more troublesome is that even in the case of the short and outer long axis tubes the polar coordinates do not give a good parametrization of the libration zones. The latter was very apparent in the numerical experiments conducted in order to produce frequency maps for these zones as the ones constructed previously for box orbits. Indeed, for some orbits, it is very difficult to determine the fundamental frequencies of motion even in these variables (they do not even appear in the 20 first terms of the quasi-periodic approximation). There is no simple solution to this problem. The construction of numerical normal forms, apart from being cumbersome, it is doubtful whether it can improve the convergence of the series (Paper I). On the other hand the averaging procedure (see Sect. 4) needs long computer integration times. Nevertheless, the construction of the frequency maps for the libration zones is not essential in order to understand the global dynamics of the system. Indeed, the important resonances inside these regions are quite limited in number and occupy a small fraction of the phase space. In addition to this fact, when the perturbation increases, the libration zones corresponding to quasi-periodic motion shrink, as the chaotic regions cover a larger part of the phase space. What seems crucial for the comprehension of the tube orbits' dynamics is the distinction between the initial conditions generating quasi-periodic orbits from the ones triggering chaotic motions. As we referred in Sect. 5.2.1, in previous studies, this was attempted by the use of Lyapounov exponents (see Schwarzschild 1993; Merritt & Fridman 1996). The frequency map analysis provides an elegant and much more efficient alternative solution, by mapping the maximum diffusion rates on the initial conditions planes, as performed in the case of the boxes, for the same group of axial ratios (see Table 5). The diffusion rates for the tubes are calculated by the temporal derivative of the leading frequencies ratios between two successive integrations and application of the frequency map analysis. We should point out that these ratios do not represent the real rotation numbers parameterizing the motion of this orbits, as the analysed Cartesian coordinates are resonant in that case. In spite of this fact, the information of whether the motion is regular or not is transparent even in these frequencies. In Figs. 10 and 11, we present the diffusion rates mapped on the middle/long axes and middle/short axes planes, for the first group of perturbation parameters (Table 5 - see also Fig. 4 for the "action" space related with box orbits). Let us first turn our attention to Fig. 10 representing long axis tubes for the majority of initial conditions and some boxes limited in an extreme exterior arc of initial conditions near the limit of the compact phase space. The main chaotic regions are spread near the small axial periodic orbit, in the lower right and left and the upper parts of the diagrams. The extension of the chaotic region near the middle axis maximum value follows from the partial hyperbolicity of the middle axial periodic orbit. In addition, the partial hyperbolic tori produced by small perturbations of the short/long axes 2D system give rise to the chaotic region in the area of small initial values of the middle axis variable. In Fig. 10a the traces of some resonant lines appear in the middle part of the diagram, which are symmetric with respect to an imaginary line defining initial conditions with maximal initial total angular momentum. In all four diagrams, the perturbed manifolds of the doubly unstable small axial periodic orbit, in the upper and lower right part of the diagram split in two the initial conditions producing inner long axis tubes. Further, two lines corresponding to irregular orbits separate the inner long axis tubes from the boxes and the outer long axis tubes. We should emphasise the fact that apart from the strongly chaotic motion due to the instabilities of the principal periodic orbits, at least for the last three cases of the axial ratios (Figs. 12b, c and d) there exist large areas corresponding to inner and outer long axis tubes for which the motion is nor quasi-periodic but neither strongly chaotic. The latter proves that the chaotic motion inside the libration zones was generally underestimated in previous studies. With the increase of the perturbation the fraction of orbits which seem to be quasi-periodic diminishes. Especially in the last figure (Fig. 12d), the chaotic regions are extending even in the part of the diagram near the long axial periodic orbit (maximum of the corresponding variable), as it becomes partially hyperbolic for these values of the perturbation parameters. This behaviour is quite different from the one observed for loops in the 2D system where the chaotic regions were quite limited near the unstable small axis orbit (see Paper I).
In Fig. 11, the majority of orbits are small axis tubes, apart from
the ones corresponding to the zone near the rectilinear periodic orbit
moving along the long axis of the system (for vanishing values of the
middle/short axis variables). Boxes are always separated from the
small axis tubes by a line of chaotic orbits springing from the
perturbation of the small axial periodic orbit. The chaotic regions
produced by this orbit, in addition with the ones of the partially
hyperbolic tori generated by a perturbation of the small/long axial
system extend along the small axis for small values of the middle axis
variables. In these figures (especially in Fig. 11a) we may observe
many dark lines corresponding to resonances. These lines seem to
originate from the chaotic zone produced around the small axial
periodic orbit and have a certain symmetry due to the before-mentioned
fact, i.e. equal values of the angular momentum produce the same
orbits in two parts of the initial condition planes. On the other hand
the increase of the perturbation raises the proportion of the initial
conditions for which the motion is chaotic. Besides, as the long axis
length is magnified with respect to the other two axes which remain
unchanged, the boxes occupy a larger zone. As before, for
In Figs. 12 and 13, we display the initial condition planes for the
second group of axial ratios. In these cases, most of the initial
conditions lead to chaotic motions in both planes, which is in
agreement with the behaviour of box orbits in their corresponding
"action" planes (Fig. 6). Indeed, the proportion of initial conditions
producing chaotic motions is large for
Finally, the initial condition planes depicted in Figs. 14 and 15
correspond to the last group of the chosen perturbation parameters. In
these figures, the situation is quite similar as in the first groups
of perturbation parameters displayed in Figs. 10 and 11. For small
perturbations, the chaotic regions are concentrated near the unstable
periodic orbits and are magnified considerably in the last diagram,
for
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