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x = (xN - x0)/N (Figure 03-05b,a). However, there are cases when other choice such as equi-distribution of some attribute is more suitable. Such choice would alter the size and boundary of the physical meshes
x, and
y as shown in Figure 03-05a for 2-D case.
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It is thus called the method of moving mesh. For example, the step can be chosen as constant arc-length M x (see Figure 03-05b,b). The arc M is called the monitor function transforming the physical mesh x to the computational mesh ![]() . The new choice derives more points in the range with steeper descent, and thus improves the numerical approximation.
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Figure 03-05a Moving Mesh, Concept |
Figure 03-05b Moving Mesh, Example [view large image] |
For the case of horizontal straight line u = constant, du/dx = 0 giving M = 1 and ![]() = x. |
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It has successfully reproduced many observations from clusters of the galaxies to the types of galaxies. The simulation involves solving the equations of gravity and hydrodynamics as functions of time. Resolution of the cosmic structure depends on the size of the mesh, nothing smaller than such size will show up in the simulation. Starting from the initial conditions for the angular velocity v (r) and pressure P(r), Figure 03-05d portrays the evolution of the meshes for v (r) some moment later. It shows that the meshes are changing shape and moving in the direction of the velocity field.
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Figure 03-05c Moving-Mesh Construction |
Figure 03-05d Moving-Mesh Evolution [view large image] |
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The cosmic model is called Illustris (see logo in Figure 03-05e). It traces the evolution of both visible and dark matter starting just 12 million years after the Big Bang. It ends up at the present epoch showing the large structure in clusters of galaxies as well as smaller details in individual galaxies. The simulation contains 12 billion cells in a cube of (106.5 Mpc)3 across the universe. The smallest size scale over which the hydrodynamics is resolved, is 48 pc (about the distance from the Sun to its nearer neighbour stars). It took about 16 million CPU hours on stat-of-the-art desktop computers to complete the simulation. Some of the results are shown pictorially in Figure 03-05f. Many of the simulated features are summarized in Table 03-01. The work is published in the 8 May 2014 issue of Nature ("See origin article "Properties of Galaxies Reproduced by a Hydrodynamic Simulation"). |
Figure 03-05e Illustris Logo [view large image] |
Figure 03-05f Large Scale Evolution [view large image] |
m = 0.2726,
= 0.7274,
b = 0.0456,
s = 0.809,| Cosmic Feature | System Scale | Simulation | Observation |
|---|---|---|---|
| Cluster of Galaxies | ~ 100 Mpc | Super-clusters in the form of Cosmic Web | Same |
| Intergalactic HI Clouds | ~ 10 Mpc | Number of absorbers as function of column density | In good agreement |
| Cluster Satellites | ~ 200 kpc | Number of satellites from halo center | In good agreement |
| HI Gas in Galaxy | ~ 50 kpc | Mass of HI gas as function of galactic mass | Discrepancy in elliptical galaxies |
| Metal Content in Galaxy | ~ 50 kpc | Metal content as function of galactic mass | In good agreement |
| Galaxies Morphology | ~ 50 kpc | Mixture of elliptical, spiral, irregular galaxies | In good agreement |
| Low-mass Galaxies < 1010 Msun | ~ 5 kpc | Build up too early | ~ 3 times later in observation |